{
 "cells": [
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   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.linkedin.com/company/orenj-i/)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 38: Mean Kurtosis Optimization\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'AMZN', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'AAPL', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-10-19 00:00:00+00:00</th>\n",
       "      <td>1.5230%</td>\n",
       "      <td>-0.3778%</td>\n",
       "      <td>0.0475%</td>\n",
       "      <td>-0.8599%</td>\n",
       "      <td>-1.4333%</td>\n",
       "      <td>-3.0011%</td>\n",
       "      <td>0.1113%</td>\n",
       "      <td>1.2968%</td>\n",
       "      <td>3.4360%</td>\n",
       "      <td>-0.8764%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6741%</td>\n",
       "      <td>0.1475%</td>\n",
       "      <td>0.6339%</td>\n",
       "      <td>-0.1823%</td>\n",
       "      <td>-0.7728%</td>\n",
       "      <td>1.1384%</td>\n",
       "      <td>-1.1145%</td>\n",
       "      <td>-1.2872%</td>\n",
       "      <td>0.4574%</td>\n",
       "      <td>-0.8025%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-22 00:00:00+00:00</th>\n",
       "      <td>0.6110%</td>\n",
       "      <td>1.4325%</td>\n",
       "      <td>-1.9240%</td>\n",
       "      <td>-0.0786%</td>\n",
       "      <td>-0.6334%</td>\n",
       "      <td>-6.2983%</td>\n",
       "      <td>-0.6392%</td>\n",
       "      <td>-1.1025%</td>\n",
       "      <td>0.0528%</td>\n",
       "      <td>-0.3221%</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.0331%</td>\n",
       "      <td>0.8927%</td>\n",
       "      <td>-0.8661%</td>\n",
       "      <td>0.4483%</td>\n",
       "      <td>-2.8972%</td>\n",
       "      <td>-0.6084%</td>\n",
       "      <td>-0.6075%</td>\n",
       "      <td>-0.8635%</td>\n",
       "      <td>0.1457%</td>\n",
       "      <td>-3.4490%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-23 00:00:00+00:00</th>\n",
       "      <td>0.9427%</td>\n",
       "      <td>-1.1513%</td>\n",
       "      <td>-3.6571%</td>\n",
       "      <td>-1.6658%</td>\n",
       "      <td>-0.4202%</td>\n",
       "      <td>-0.4521%</td>\n",
       "      <td>-0.2797%</td>\n",
       "      <td>-0.5034%</td>\n",
       "      <td>0.1844%</td>\n",
       "      <td>-3.9948%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.8808%</td>\n",
       "      <td>-1.3956%</td>\n",
       "      <td>0.4766%</td>\n",
       "      <td>-5.1240%</td>\n",
       "      <td>-0.0321%</td>\n",
       "      <td>1.0713%</td>\n",
       "      <td>-1.0807%</td>\n",
       "      <td>-1.8308%</td>\n",
       "      <td>4.0560%</td>\n",
       "      <td>4.0353%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-24 00:00:00+00:00</th>\n",
       "      <td>-3.4302%</td>\n",
       "      <td>-5.9083%</td>\n",
       "      <td>-4.5501%</td>\n",
       "      <td>1.3141%</td>\n",
       "      <td>-1.8042%</td>\n",
       "      <td>-3.5933%</td>\n",
       "      <td>-4.2917%</td>\n",
       "      <td>0.8674%</td>\n",
       "      <td>0.9995%</td>\n",
       "      <td>-4.1108%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.7437%</td>\n",
       "      <td>-5.3469%</td>\n",
       "      <td>3.5178%</td>\n",
       "      <td>-4.2683%</td>\n",
       "      <td>-1.3479%</td>\n",
       "      <td>-8.0558%</td>\n",
       "      <td>-1.2403%</td>\n",
       "      <td>-4.2187%</td>\n",
       "      <td>0.3671%</td>\n",
       "      <td>-3.3065%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-10-25 00:00:00+00:00</th>\n",
       "      <td>2.1898%</td>\n",
       "      <td>7.0887%</td>\n",
       "      <td>0.4741%</td>\n",
       "      <td>2.5716%</td>\n",
       "      <td>0.5186%</td>\n",
       "      <td>0.7782%</td>\n",
       "      <td>5.0410%</td>\n",
       "      <td>-0.5733%</td>\n",
       "      <td>-1.1718%</td>\n",
       "      <td>2.1585%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.3642%</td>\n",
       "      <td>5.8444%</td>\n",
       "      <td>-1.0310%</td>\n",
       "      <td>0.4914%</td>\n",
       "      <td>0.9109%</td>\n",
       "      <td>-1.2516%</td>\n",
       "      <td>4.3662%</td>\n",
       "      <td>1.3800%</td>\n",
       "      <td>-1.7241%</td>\n",
       "      <td>3.3538%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              AAPL     AMZN      APA       BA      BAX  \\\n",
       "Date                                                                     \n",
       "2018-10-19 00:00:00+00:00  1.5230% -0.3778%  0.0475% -0.8599% -1.4333%   \n",
       "2018-10-22 00:00:00+00:00  0.6110%  1.4325% -1.9240% -0.0786% -0.6334%   \n",
       "2018-10-23 00:00:00+00:00  0.9427% -1.1513% -3.6571% -1.6658% -0.4202%   \n",
       "2018-10-24 00:00:00+00:00 -3.4302% -5.9083% -4.5501%  1.3141% -1.8042%   \n",
       "2018-10-25 00:00:00+00:00  2.1898%  7.0887%  0.4741%  2.5716%  0.5186%   \n",
       "\n",
       "                               BMY    CMCSA      CNP      CPB       DE  ...  \\\n",
       "Date                                                                    ...   \n",
       "2018-10-19 00:00:00+00:00 -3.0011%  0.1113%  1.2968%  3.4360% -0.8764%  ...   \n",
       "2018-10-22 00:00:00+00:00 -6.2983% -0.6392% -1.1025%  0.0528% -0.3221%  ...   \n",
       "2018-10-23 00:00:00+00:00 -0.4521% -0.2797% -0.5034%  0.1844% -3.9948%  ...   \n",
       "2018-10-24 00:00:00+00:00 -3.5933% -4.2917%  0.8674%  0.9995% -4.1108%  ...   \n",
       "2018-10-25 00:00:00+00:00  0.7782%  5.0410% -0.5733% -1.1718%  2.1585%  ...   \n",
       "\n",
       "                                MO     MSFT       NI     PCAR      SEE  \\\n",
       "Date                                                                     \n",
       "2018-10-19 00:00:00+00:00  1.6741%  0.1475%  0.6339% -0.1823% -0.7728%   \n",
       "2018-10-22 00:00:00+00:00 -1.0331%  0.8927% -0.8661%  0.4483% -2.8972%   \n",
       "2018-10-23 00:00:00+00:00  0.8808% -1.3956%  0.4766% -5.1240% -0.0321%   \n",
       "2018-10-24 00:00:00+00:00  0.7437% -5.3469%  3.5178% -4.2683% -1.3479%   \n",
       "2018-10-25 00:00:00+00:00  1.3642%  5.8444% -1.0310%  0.4914%  0.9109%   \n",
       "\n",
       "                                 T      TMO      TXT       VZ     ZION  \n",
       "Date                                                                    \n",
       "2018-10-19 00:00:00+00:00  1.1384% -1.1145% -1.2872%  0.4574% -0.8025%  \n",
       "2018-10-22 00:00:00+00:00 -0.6084% -0.6075% -0.8635%  0.1457% -3.4490%  \n",
       "2018-10-23 00:00:00+00:00  1.0713% -1.0807% -1.8308%  4.0560%  4.0353%  \n",
       "2018-10-24 00:00:00+00:00 -8.0558% -1.2403% -4.2187%  0.3671% -3.3065%  \n",
       "2018-10-25 00:00:00+00:00 -1.2516%  4.3662%  1.3800% -1.7241%  3.3538%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].iloc[-300:,:].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Estimating Mean Kurtosis Portfolios\n",
    "\n",
    "The Kurtosis portfolio model proposed by __[Cajas (2022)](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3988927)__ shows how to optimize the fourth moment of portfolio returns in a similar way than portfolio variance. \n",
    "\n",
    "It is recommended to use MOSEK to optimize Kurtosis for a large number of assets due the model use semidefinite programming. Also, for a large number of assets is recommended to use the relaxed version of this model based only on second order cone programming. To use the relaxed version we have to use a number of assets higher than the property __n_max_kurt__, so for example if number of assets is 30 and we set __port.n_max_kurt = 25__, riskfolio-lib is going to use the relaxed version.\n",
    "\n",
    "Instructions to install MOSEK are in this __[link](https://docs.mosek.com/9.2/install/installation.html)__, is better to install using Anaconda. Also you will need a license, I recommend you that ask for an academic license __[here](https://www.mosek.com/products/academic-licenses/)__.\n",
    "\n",
    "### 2.1 Calculating the portfolio that optimize return/kurtosis ratio."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "You must convert self.kurt to a positive definite matrix\n",
      "You must convert self.skurt to a positive definite matrix\n"
     ]
    },
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.7028%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>11.1102%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>2.9795%</td>\n",
       "      <td>5.4946%</td>\n",
       "      <td>8.0196%</td>\n",
       "      <td>4.8792%</td>\n",
       "      <td>1.2582%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>23.3527%</td>\n",
       "      <td>0.0000%</td>\n",
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       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 4.7028% 0.0000% 0.0000%   \n",
       "\n",
       "             CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 11.1102% 0.0000%  ... 0.0000% 0.0000% 2.9795% 5.4946% 8.0196% 4.8792%   \n",
       "\n",
       "            TMO     TXT       VZ    ZION  \n",
       "weights 1.2582% 0.0000% 23.3527% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "import mosek\n",
    "\n",
    "# Building the portfolio object\n",
    "port = rp.Portfolio(returns=Y)\n",
    "\n",
    "# Calculating optimum portfolio\n",
    "\n",
    "# Select method and estimate input parameters:\n",
    "\n",
    "method_mu='hist' # Method to estimate expected returns based on historical data.\n",
    "method_cov='hist' # Method to estimate covariance matrix based on historical data.\n",
    "method_kurt='hist' # Method to estimate cokurtosis square matrix based on historical data.\n",
    "\n",
    "port.assets_stats(method_mu=method_mu,\n",
    "                  method_cov=method_cov,\n",
    "                  method_kurt=method_kurt,\n",
    "                  )\n",
    "\n",
    "port.solvers = ['MOSEK'] # It is recommended to use mosek when optimizing Kurtosis\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "model ='Classic' # Could be Classic (historical), BL (Black Litterman) or FM (Factor Model)\n",
    "rm = 'KT' # Risk measure used, this time will be Tail Gini Range\n",
    "obj = 'Sharpe' # Objective function, could be MinRisk, MaxRet, Utility or Sharpe\n",
    "hist = True # Use historical scenarios for risk measures that depend on scenarios\n",
    "rf = 0 # Risk free rate\n",
    "l = 0 # Risk aversion factor, only useful when obj is 'Utility'\n",
    "\n",
    "w = port.optimization(model=model, rm=rm, obj=obj, rf=rf, l=l, hist=hist)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='Sharpe Mean - Kurtosis',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap = \"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting risk measures"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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GDLZu3UqPHj1YtGgRixYteuSFBfOjTZs2nD59mnfffZfOnTszatQoateuzb59+57Ix4PcNG7cGIPBwKRJk3j++ecJCAjg1q1b/PLLL3Tp0kVJt3TpUuzt7enZsye+vr5MnjwZKPwz4u3tzfbt27Gzs2PAgAG88cYb1K9fn+HDhwPg7Oz80LrWqVOHdevWER8fr2yl2LhxY+bNm/d4b4pEIpFISiQ6IYRQuxISiUQikUgkEujSpQuXL1/OsxK9RCKRSCT3I4fZSyQSiUQikajAe++9h4+PD1WqVOHu3busWLGC7du3s3TpUrWrJpFIJBINIJ15iUQikUgkEhUwGo18/PHH3LhxA51OR7169fj+++/p37+/2lWTSCQSiQaQw+wlEolEIpFIJBKJRCLRGKougLd3715eeOEFKlasqCxmlBshBJMnT6ZixYrY2dnRvn37h25Jk5WVxZQpU6hZsya2trZ4e3uzZcsWszTVq1dHp9PlOUaMGKGkmTVrFq6urri6uvLFF1+YXX/o0CGaNm2K0Wh8tBsgkUgkEolEIpFIJBJJMVDVmU9JScHb25v58+fne37GjBnMmTOH+fPnc+TIEdzc3OjcuTNJSUkF5jlx4kS+/vprvvrqK86ePUtQUBAvvfQSJ06cUNIcOXKEuLg45di+fTsAr776KgCnTp3i448/ZtWqVaxcuZLx48dz+vRpIPtjQVBQEIsXL0av1z+uWyGRSCQSiUQikUgkEkmhKTHD7HU6HRs2bKBXr15Adq98xYoVCQ4O5oMPPgAgIyMDV1dXPv/88wK3D6pYsSITJkww62Xv1asXjo6OLF++PN9rgoOD+e2337hw4QI6nY61a9cyZ84c/vjjDwBatGjB6NGjefXVV5k2bRp///03X3755WO0XiKRSCQSiUQikUgkksJTYhfAi4mJ4caNG2Z7utrY2NCuXTsOHjxYoDOfkZGBra2tWZydnR379+/PN31mZibLly/nvffeQ6fTAdCwYUOioqKIjY1FCEFUVBQNGjQgOjqa0NBQjh07VigbMjIyyMjIUH6bTCbu3r1LuXLllLIkEolEIpFIJBKJRKI9hBAkJSVRsWJFLCxUGPQuSgiA2LBhg/L7wIEDAhDXrl0zSzds2DDRpUuXAvPp06ePqFevnoiKihJGo1Fs27ZN2NnZCWtr63zTr1mzRuj1+jzlLFq0SNSuXVvUrl1bLFq0SAghRKdOncSGDRvEDz/8IOrXry8aN24s9uzZU2BdJk2aJAB5yEMe8pCHPOQhD3nIQx7ykMd/9Lh69erD3N0nQontmc/h/h5sIcQDe7W//PJLhg0bRp06ddDpdNSsWZNBgwYREhKSb/qlS5fy/PPPU7FiRbP4oKAggoKClN+hoaE4OTnh5+eHl5cXR44c4a+//uL1118nJiYGGxubPHmPGzeO9957T/mdkJBA1apViYmJoWzZssoCenq93ixsMBjQ6XRK2MLCAgsLiwLDWVlZ6PV6JWxpaYlOp1PCAAaDwSxsZWWFEEIJm0wmjEajEjaZTFhaWhYYNhqNCCGUcH52qG1TZmYmv/32GwA9evTAwsKi2DaZTCZu3bpF+fLlsbCwKDE6paUZ+PjdswBM+bIeDg7WquqUKSxpvjT7/Tw8RGBv9WjPXlZyOn82XghAo4jh2JSyL7JNmZmZ3Lx5k4oVK2IymQptU4bIoOuprgBsbbgVS5Pl0/E+ZaWg+7oSAOLNaxh0NqrZBHDt2jXc3d2xtLR8Iu9TYmIa1arNAyA29l2cne3NbUpKwqJyZQCMV68i7O0fn05pFpDzp+c6ZFn/d9pygJs3b+Li4oKlpWWBNqWkQKVKun+0FtjYlFybnpa/uRkZGdy+fRt3d3eMRuN/wqb/ok752WQymbh+/brSQ/hfsOm/qFN+Nun1euLi4nBxccHGxuY/YdN/Uaf8bIqPj6dGjRo4OTmhBiXWmXdzcwPgxo0buLu7K/E3b97E1dW1wOvKly/PTz/9RHp6Onfu3KFixYp8+OGHeHh45El75coVfv/9d9avX//Auty+fZspU6awd+9eDh06RO3atfH09MTT05OsrCyioqJo2LBhnutsbGzydfJLlSpFqVKlHlim5NExGAzY29sDULp0aeVlLG5eZ86coVatWo+Uz+PGztaItZUjAGXLlMHGVt1FGVOzwOKfWS7OzmBv9Wj5Ga0ycfgnw7JlyqJ3sC5yHgaDgbNnz1K7du0iaZdmTEPvmH0/S5UqhZ3ershla5IsS8iZqeTsDFYOqlXFYDBw584dvLy8nth7Z2VlT47BZcuWxeH+Zyz3QqdlyoDDY7wfud+PUoB6t/qxYzAYOH369EPbzNynnJ0f7+2VFA+DwUBkZCSenp4l6u+d5OH8G22m5MlgMBi4deuWfO80iMlkAvJ2QP9bqLqa/YPw8PDAzc1NWWkesue379mzh5YtWz70eltbWypVqoTBYGDdunW8+OKLedKEhIRQoUIFunfv/sC8goODGTVqFJUrV8ZoNJKVlaWcMxgMRd6iTr6k2sPS0pK2bdtK7TSI1E67SO20i9ROu0jttIvUTrtI7bSL2pqp6swnJycTERFBREQEkL3oXUREBLGxseh0OoKDg5k2bRobNmzg9OnTBAYGYm9vT9++fZU8BgwYwLhx45Tfhw4dYv369Vy6dIl9+/bx3HPPYTKZGDt2rFnZJpOJkJAQBg4c+EARtm/fzoULF5TV8Zs3b865c+fYvHkzS5YsQa/X4+XlVSS7c77gSLSDyWTiypUrUjsNIrXTLlI77SK10y5SO+0itdMuUjvtorZmqn5KOHr0KB06dFB+58wvHzhwIKGhoYwdO5a0tDSGDx9OfHw8LVq0YNu2bWZzEmJjY81WDkxPT2fixIlcunQJR0dHunXrxvfff0/p0qXNyv7999+JjY1l8ODBBdYvLS2NkSNHsmbNGqWMSpUq8dVXXzFo0CBsbGwICwvDzq5ow2/VFl1SdEwmE9euXaNSpUrqrFQpKTZSO+0itdMuUjvtIrXTLlI77SK10y5q+3UlZp/5p4HExEScnZ1JSEiQc+b/BQwGg7IeQu/evVUfBvMkyEg38t6QkwDMWepdIubM181er47I4Y9hznxKJkc8ZgHgGzO6WHPmi0uaMY3WJ1sDsN97/1M0Zz4F5mWvw8A7yarOmf83SEnJxNFxOgDJyePyzplPSQHHf+5HcvLjndSdAvyTNcn8p+bMF5YneXsl/x45C0IVddqhRCKRlHT0er2yOF5+qO3f/fe8Gw0g/9hpD6PRSExMDB4eHuj16jrMkqIhtdMuUjvtIrXTLkXVLjMzk7i4OFJTU/+F2kkeRM5HlQc5HpKSidSuZGNvb4+7uzvW1nk7ldT266QzrwJyMIT2EEIQHx9P9erV1a6KpIhI7bSL1E67SO20S1G0M5lMxMTEoNfrqVixItbW1tIRUREhBGlpadjZ2UkdNIbUrmQihCAzM5Nbt24RExODp6dnnmkQavt10plXgf/icO//OpaWlvj6+qpdDUkxkNppF6mddpHaaZeiaJeZmYnJZKJKlSrKVrASdSnqOk6SkoPUrmRiZ2eHlZUVV65cITMzE1tbW7Pzavt1coUFFVB7OIak6BiNRs6dOye10yBSO+0itdMuUjvtUhzt5IJdJYOc3l21ewolRUdqV7J5UBun9t852fpKJIUkLS1N7SpIionUTrtI7bSL1E67SO20i3QGtYvUTlIc5HhvFZCLAWkPvV6Pj4+P2tWQFAOpnXaR2mkXqZ12kdppF51OJ6c7aBSpnXZR26+TPfMqoPZwDEnRMRqNnD59WmqnQaR22kVqp12kdtpFaqdd5FBt7SK10y5qt5XSmZdIJBKJRCKRPDUEBgai0+kICgrKc2748OHodDoCAwP//YoVAiEEkydPpmLFitjZ2dG+fXvOnDnzwGvOnDnDyy+/TPXq1dHpdMydOzffdAsXLsTDwwNbW1uaNm3Kvn37zM7PmjULV1dXXF1d+eKLL8zOHTp0iKZNm6ru2EgkTxvSmVcBtYdjSIqOXq+nQYMGUjsNIrXTLlI77SK10y5Pi3ZVqlRh9erVZusDpKens2rVKqpWrapizR7MjBkzmDNnDvPnz+fIkSO4ubnRuXNnkpKS0Ol0+W5tlpqaSo0aNfjss89wc3PLN981a9YQHBzMhAkTOHHiBG3atOH5558nNjYWgFOnTvHxxx+zatUqVq5cyfjx4zl9+jQAWVlZBAUFsXjx4v/8c/OkKEg7SclH7WdeOvMqIL9aag+j0ciJEyekdhpEaqddpHbaRWqnXR5FOyEgJUWdo6ijk5s0aULVqlVZv369Erd+/XqqVKmSZ80AIQQzZsygRo0a2NnZ4e3tzY8//mh2z4YMGYKHhwd2dnZ4eXnx5ZdfmuURGBhIr169mDVrFu7u7pQrV44RI0aQlZVVhPsrmDt3LhMmTKB37940aNCAsLAwUlNTWblyJUIIUlNT8wzV9vX1ZebMmbz++uvY2Njkm/ecOXMYMmQIQ4cOpW7dusydO5cqVaqwaNEiACIjI2nUqBEdO3akU6dONGrUiMjISABmzpxJ27Zt5XaUj0BB2klKPmr/nZML4EkkhUTu/6ldpHbaRWqnXaR22qW42qWmgqPjY65MIUlOBgeHol0zaNAgQkJC6NevHwDLli1j8ODB7N692yzdxIkTWb9+PYsWLcLT05O9e/fSv39/ypcvT7t27TCZTFSuXJm1a9fi4uLCwYMHeeONN3B3d+e1115T8tm1axfu7u7s2rWL6Oho/P39ady4McOGDQNg8uTJhIaGcvny5XzrGxMTw40bN+jSpYsSZ2NjQ7t27ZQyi9Ozm5mZybFjx/jwww/N4rt06cLBgwcBaNiwIVFRUcTGxiKEICoqigYNGhAdHU1oaCjHjh0rcrkSc2SvvKQ4SGdeBdQejiEpOnq9njp16qhdDUkxkNppF6mddpHaaZenSbuAgADGjRvH5cuX0el0HDhwgNWrV5s58ykpKcyZM4edO3fi5+cHQI0aNdi/fz9ff/017dq1w8rKik8++US5xsPDg4MHD7J27VozZ75MmTLMnz9fucfdu3dnx44dijPv4uJCzZo1C6zvjRs3AHB1dTWLd3V15cqVK8pQ7aJy+/ZtjEZjvvnmlFm3bl2mTZtG586dAZg+fTp169bl2WefZcaMGWzdupXJkydjZWXFl19+Sdu2bYtcj6eZ4monUR+1/TrpzKuAwWBQuwqSImIwGDhx4gQ+Pj5YWsrXRktI7bSL1E67SO20y6NoZ2+f3UOuBsXZ1cvFxYXu3bsTFhaGEILu3bvj4uJilubs2bOkp6crTmwOmZmZZsPxFy9ezLfffsuVK1dIS0sjMzOTxo0bm11Tv359s//4u7u7c+rUKeX3yJEjGTly5EPrfX8PrhACnU6nDNW2t7cvVi9vQfnmEBQUZLZoYGhoKE5OTvj5+eHl5cWRI0f466+/eP3114mJiSlwSL8kL4+qnUQ91Pbr5F9YFZAvqfbQ6XSUKVNGaqdBpHbaRWqnXaR22uVRtNPpij7UXW0GDx6sONALFizIc95kMgGwceNGKlWqZHYux1ldu3Yto0aNYvbs2fj5+eHk5MTMmTM5dOiQWXorKyuz3zqdTsm/MOQsXnfjxg3c3d2V+Js3byq96sXpJXRxcUGv1yu98Pnlez+3b99mypQp7N27l0OHDlG7dm08PT3x9PQkKyuLqKgoGjZsWOS6PM2o3cMrKR5q/52TC+CpgHxZtYder6dWrVpSOw0itdMuUjvtIrXTLk+bds899xyZmZlkZmbStWvXPOfr1auHjY0NsbGx1KpVy+yoUqUKAPv27aNly5YMHz4cHx8fatWqxcWLFx97XT08PHBzc2P79u1KXGZmJnv27KFly5bodDpsbW2L7FxYW1vTtGlTs3wBtm/fTsuWLfO9Jjg4mFGjRlG5cmWMRqPZQn4Gg0H1RcG0RnG1k6iP2m2ldOZVQO3hGJKiYzAYOHjwoNROg0jttIvUTrtI7bTL06adXq8nMjKSyMjIfP9T7uTkxOjRoxk1ahRhYWFcvHiREydOsGDBAsLCwgCoVasWR48eZevWrURFRfHRRx9x5MiRItdl/vz5dOrUqcDzOp2O4OBgpk2bxoYNGzh9+jSBgYHY29vTt29fhBAkJyczYMAAxo0bp1yXmZlJREQEERERZGZmcu3aNSIiIoiOjlbSvPfee3z77bcsW7aMyMhIRo0aRWxsrNmw+hy2b9/OhQsXGDFiBADNmzfn3LlzbN68mSVLlqDX6/Hy8iqy/U8zOdrJ1ey1h9ptpRxmrwIWFvIbitawsLCgUqVKUjsNIrXTLlI77SK10y5Po3alSpV64PmpU6dSoUIFpk+fzqVLlyhdujRNmjRh/PjxQPZc8oiICPz9/dHpdPTp04fhw4ezefPmItXj9u3bD+3RHzt2LGlpaQwfPpz4+HhatGjBtm3bcHJyQgiBlZUVsbGxZvpdv37dbH7/rFmzmDVrFu3atVMW+/P39+fOnTtMmTKFuLg4GjRowKZNm6hWrZpZ+WlpaYwcOZI1a9YoZVSqVImvvvqKQYMGYWNjQ1hYmFzMrRjcPw1Dog3Ubit1Qn4C+tdITEzE2dmZhISEh/7hkDw6BoNB2T+2d+/e/8lFmDLSjbw35CQAc5Z6Y2Or7lCf1CyouzA7HDkc7B/x75IxJZMjHrMA8I0Zjd7B+hFrWHjSjGm0PtkagP3e+7HTPyX/MclKgXn/7C31TjJYaWwCbBFJScnE0XE6AMnJ43C4/xlLSfn/vbaKs/fVAwsHcrbxSgb+27c6X57k7ZU8edLT04mJicHDwwNbW1u1qyORSCRPhAe1dWr7d0/PZ9cShNrDMSRFx2AwsHfvXqmdBpHaaRepnXaR2mkXqZ12EUKQlJQkh2prEKmddlG7rZTOvAqoPRxDUnQsLCyoWbOm1E6DSO20i9ROu0jttIvUTtvI7eC0i9ROm6jdVv73xh1rALVFlxSdnDmEEu0htdMuUjvtIrXTLlI77aLT6bC2/vemo0keH1I77aK2Xye9ShVQeziGpOgYDAZ27twptdMgUjvtIrXTLlI77SK10y5CCBITE+VQbQ0itdMuareV0plXAbW/4EiKjoWFBQ0aNJDaaRCpnXaR2mkXqZ12kdppG7mKvHaR2mkTtdtKOcxeBdQWXVJ0LCwsqFChgtrVkBQDqZ12kdppF6mddpHaaRedTie3N9MoUjvtorZfJ71KFcjKylK7CpIikpWVxdatW6V2GkRqp12kdtpFaqddpHbaxWQykZCQgMlkUrsqkiIitdMuareV0plXAb1e3b3AJUVHr9fj6+srtdMgUjvtIrXTLlI77SK10y46nQ4HBwd0Op3aVZEUEamddlG7rZTD7FVA7eEYkqJjYWFB2bJl1a6GpBhI7bSL1E67SO20i9ROu+h0Oiwt5X/ttYjUTruo7ddJr1IF1B6OISk6WVlZbNy4UWqnQaR22kVqp12kdtpFaqddTCYT9+7de6Sh2jqdjp9++unxVeoJk5mZSa1atThw4IDaVSkWGRkZVK1alSNHjjyydhJ1ULutlM68Csgvb9rD0tKSNm3aSO00iNROu0jttIvUTrs8DdoFBgai0+kICgrKc2748OHodDoCAwP//YoVk3Xr1tGiRQvKlClDlSpVaNiwIe+//75yfvLkyTRu3PiJlL179250Oh06nQ4LCwucnZ3x8fFh7NixxMXFPZEyc7NkyRKqVatGq1atlLj4+HgCAgJwdnbG2dmZgIAA7t2798B8kpOTGTlyJJUrV8bOzo66deuyaNEiszQZGRm8/fbbuLi44ODgQM+ePfnrr7/MzgcEBFCqVCm8vLzYuXOn2fUzZszg7bffNouzsbFh9OjRjBs3Dicnp8cyzH7hwoV4eHhga2tL06ZN2bdv3wPT57wP9x/169c3S7du3Trq1auHjY0N9erVY8OGDWbnV6xYQZUqVShbtixjxowxO3f58mVq165NYmLiI9tX0lC7rZTOvArI+TDaQ6fTUapUKamdBpHaaRepnXaR2mmXp0W7KlWqsHr1atLS0pS49PR0Vq1aRdWqVVWsWdH4/fffef3113nllVc4fPgwx44d49NPPyUzM/Nfrcf58+e5fv06R44c4YMPPuD333+nQYMGnDp16omW+9VXXzF06FCzuL59+xIREcGWLVvYsmULERERBAQEPDCfUaNGsWXLFpYvX05kZCSjRo3i7bff5ueff1bSBAcHs2HDBlavXs3+/ftJTk6mR48eGI1GIPvDwrFjxwgPD2fYsGH06dNH2Tc+JiaGb7/9lk8//TRP2f369WPfvn1ERUU98nu3Zs0agoODmTBhAidOnKBNmzY8//zzxMbGFnjNl19+SVxcnHJcvXqVsmXL8uqrryppwsPD8ff3JyAggJMnTxIQEMBrr73GoUOHALh9+zZDhw5l1qxZbN26lbCwMDZu3Khc/9Zbb/HZZ59RqlSpR7KvJKJ2WymdeRVQeziGpOhkZWXx888/S+00iNROu0jttIvUTrs8knZCQEqKOsc/TlNhadKkCVWrVmX9+vVK3Pr166lSpQo+Pj73mSWYMWMGNWrUwM7ODm9vb3788UflvNFoZMiQIXh4eGBnZ4eXlxdffvmlWR6BgYH06tWLWbNm4e7uTrly5RgxYsQjvyO//fYbrVu3ZsyYMXh6elKhQgV69uzJV199BUBoaCiffPIJJ0+eVHpcQ0NDAbhw4QJt27bF1taWevXqsX379mLXo0KFCri5uVG7dm1ef/11Dhw4QPny5XnrrbfM0oWEhFC3bl1sbW2pU6cOCxcuVM75+fnx4YcfmqW/desWVlZW7Nq1K0+Zx48fJzo6mu7duytxkZGRbNmyhW+//RY/Pz/8/Pz45ptv+O233zh//nyB9Q8PD2fgwIG0b9+e6tWr88Ybb+Dt7c3Ro0cBSEhIYOnSpcyePZtnn30WHx8fli9fzqlTp/j999+Vsnv27En9+vUZMWIEN2/e5Pbt20C2M/v555/n68yWK1eOli1bEhIS8sjD7OfMmcOQIUMYOnQodevWZe7cuVSpUiXPKIPcODs74+bmphxHjx4lPj6eQYMGKWnmzp1L586dGTduHHXq1GHcuHF06tSJuXPnAnDp0iWcnZ3x9/fH19eXDh06cPbsWQBWrlyJtbU1vXv3fiTbSipq/52TzrwKqD0cQ1J0LC0t6dKli9ROg0jttIvUTrtI7bTLI2mXmgqOjuocqalFru6gQYMICQlRfi9btozBgwfnSTdx4kRCQkJYtGgRZ86cYdSoUfTv3589e/YA2XPVK1euzNq1azl79iwff/wx48ePZ+3atWb57Nq1i4sXL7Jr1y7CwsIIDQ1VHOvi4ubmxpkzZzh9+nS+oyr8/f15//33qV+/vtLz6u/vj8lkonfv3uj1ev744w8WL17MBx988Eh1yY2dnR1BQUEcOHCAmzdvAvDNN98wYcIEPv30UyIjI5k2bRofffQRYWFhQHYP9apVq5TebMjuaXZ1daVdu3Z5yti7dy+1a9c2c5DDw8NxdnamRYsWStwzzzyDs7MzBw8eLLC+rVu35pdffuHatWsIIdi1axdRUVF07doVgGPHjpGVlUWXLl2UaypWrEiDBg2UfL29vdm/fz9paWls3boVd3d3XFxcWL58Oba2trz00ksFlu/r68uRI0cU7XKmL1y+fLnAa+4nMzOTY8eOmdURoEuXLg+0/X6WLl3Ks88+S7Vq1ZS48PDwPPl27dpVydfT05PU1FROnDjB3bt3OXLkCI0aNeLu3bt8/PHHzJ8/v9Dlaw21/85JZ14iKSRqv6yS4iO10y5SO+0itdMuT4t2AQEB7N+/n8uXL3PlyhUOHDhA//79zdKkpKQwZ84cli1bRteuXalRowaBgYH079+fr7/+GgArKys++eQTfH198fDwoF+/fgQGBuZx5suUKcP8+fOpU6cOPXr0oHv37uzYseORbHj77bfx9fWlYcOGeHh40KdPH5YtW0ZGRgaQ7VQ7OjpiaWmp9Lza2dnx+++/ExkZyffff0/jxo1p27Yt06ZNe6S63E+dOnUAFId06tSpzJ49m969e+Ph4UHv3r0ZNWqUch/9/f25fv06+/fvV/JYuXIlffv2zXfF8MuXL1OxYkWzuBs3blChQoU8aStUqMCNGzcKrOu8efOoV68elStXxtramueee46FCxfSunVrJV9ra2vKlCljdp2rq6uS7+DBg/H29qZevXp8+umnrF27lvj4eCZNmsS8efOYOHEitWrVomvXrly7ds0sn0qVKpk57vb29nh5eWFlZVVgne/n9u3bGI1GXF1dC6zjw4iLi2Pz5s15pi7cuHHjgfmWKVOGsLAwBgwYQPPmzRkwYABdu3Zl9OjRvP3228TExODj40ODBg3MRrVIHp2no7UuYRgMBrWrICkiBoOBTZs20a1btyI1rBL1kdppF6mddpHaaZdH0s7eHpKTn0zFClN2EXFxcaF79+6EhYUhhKB79+64uLiYpTl79izp6el07tzZLD4zM9NsOP7ixYv59ttvuXLlCmlpaWRmZuZZdK5+/fpme1K7u7sXOKc8NjaWevXqKb/Hjx/P+PHj86RzcHBg48aNXLx4kR07drB//35Gjx7NvHnzCA8Px76A+xIZGUnVqlWpXLmyEufn55dv2uKS08Ou0+m4desWV69eZciQIQwbNkxJYzAYcHZ2BqB8+fJ07tyZFStW0KZNG2JiYggPDy9wiHhaWhq2trZ54vObwyyEeODc5nnz5vHHH3/wyy+/UK1aNfbu3cvw4cNxd3fn2WeffaCNOflaWVmxYMECs/OBgYG88847RERE8NNPP3Hy5ElmzJjBO++8w7p165R0tra2pKSkKPk1b96cc+fOFVjuvn37eP7555XfX3/9NR06dMjX/ofZnpvQ0FBKly5Nr1698px7WL4vvfSS2eiD3bt3c+rUKebPn0+tWrVYtWoVbm5uNG/enLZt2+b70UWLqO3XSWdeBZ6WL97/JSwtLenWrZvUToNI7bSL1E67SO20yyNpp9OBg8Pjr9QTZPDgwYwcORIgjyMGKHOYN27cSKVKlczO2djYALB27VpGjRrF7Nmz8fPzw8nJiZkzZyqLg+Vw/8cRnU5X4BzpihUrEhERofwuW7bsA+2oWbMmNWrUYOjQoVy+fBkvLy/WrFljNu85NyKfNQYe90JekZGRAFSvXl2x85tvvjEbAg+YfeDo168f7777Ll999RUrV66kfv36eHt755u/i4tLno8hbm5u/P3333nS3rp1K0/Pcg5paWmMHz+eDRs2KPPvGzVqREREBLNmzeLZZ5/Fzc2NzMxM4uPjzXrnb968ScuWLfPNd+fOnZw9e5alS5cyZswYunXrhoODA6+99lqeYefx8fFUqFCh0Bo0a9bM7PlwdXXFxsYGvV6fpxf+5s2bBdqeGyEEy5YtIyAgAGtra7Nzbm5uRco3IyOD4cOHs3z5cqKjozEYDMpUidq1a3Po0CFeeOGFwpha4lH775wcZi+RFBK1v7xJio/UTrtI7bSL1E67PE3aPffcc2RmZpKZmanMj85NzlZcsbGx1KpVy+yoUqUKkN1L2rJlS4YPH46Pjw+1atXi4sWLj1QvS0tLs7Ie5sznpnr16tjb25OSkgKAtbW1suJ6brtiY2O5fv26EhceHv5Idc5NWloaS5YsoW3btpQvXx5XV1cqVarEpUuX8txHDw8P5bpevXqRnp7Oli1bWLlyZZ5pD7nx8fHh3LlzZh8m/Pz8SEhI4PDhw0rcoUOHSEhIKNDpzsrKIisrK89Qfr1er3yEaNq0KVZWVmaLBMbFxXH69Ol8801PT2fEiBF8/fXX6PV6jEajslBaVlZWHj3OnDlTpO0D7ezszO6hk5MT1tbWNG3aNM9Chtu3by/Q9tzs2bOH6OhohgwZkuecn59fnny3bdtWYL5Tp07l+eefp0mTJhiNRrM2JT/7JcVHOvMq8DT9kfyvYDAY2LZtm9ROg0jttIvUTrtI7bTL06adXq8nMjKSyMhIsx7iHJycnBg9ejSjRo0iLCyMixcvcuLECRYsWKAs3FarVi2OHj3K1q1biYqK4qOPPuLIkSP/Sv0nT57M2LFj2b17N5cuXWL//v0MHjyYrKwsZWpA9erViYmJISIigtu3b5ORkcGzzz6Ll5cXAwYM4OTJk+zbt48JEybkyb9Tp06FWrzs5s2b3LhxgwsXLrB69WpatWrF7du3zYbIT548menTp/Pll18SFRXFqVOnCAkJYc6cOUoaBwcHXnzxRT766CMiIyPp27evcm7AgAGMGzdO+d2hQwdSUlI4c+aMEle3bl2ee+45hg0bxh9//MEff/zBsGHD6NGjB15eXkq6OnXqKPuklypVinbt2jFmzBh2795NTEwMoaGhfPfdd8qwcWdnZ4YMGcL777/Pjh07OHHiBP3796dhw4b5DsOfMmUK3bt3V6ZitGrVivXr1/Pnn38yf/58WrVqZZZ+3759tG7dWvkwcfjwYerUqZNnbv3DeO+99/j2229ZtmyZssVebGwsQUFBSppx48YxYMCAPNcuXbqUFi1a0KBBgzzn3n33XbZt28bnn3/OuXPn+Pzzz/n9998JDg7Ok/bMmTOsWbOGKVOmANn32sLCgqVLl7Jx40bOnTuHr69vkewqyajdVsrxbyog5w9qDysrK1588UW1qyEpBlI77SK10y5SO+3yNGr3sL2vp06dSoUKFZg+fTqXLl2idOnSNGnSRJnDHhQUREREBP7+/uh0Ovr06cPw4cPZvHnzE697u3btWLBgAQMGDODvv/+mTJky+Pj4sG3bNsV5ffnll1m/fj0dOnTg3r17hISEEBgYyIYNGxgyZAjNmzenevXqzJs3j+eee84s/4sXLyrbqz0ILy8vdDodjo6O1KhRgy5duvDee+/h5uampBk6dCj29vbMnDmTsWPH4uDgQMOGDfM4hP369aN79+60bduWqlWrKvGxsbFmveflypWjd+/erFixgunTpyvxK1as4J133lFWX+/Zs2eeDxLnz58nISFB+b169WrGjRtHv379uHv3LtWqVePTTz81c4K/+OILLC0tee2110hLS6NTp06Ehobm+Qh0+vRpfvjhB7Nh8K+88gq7d++mTZs2eHl5sXLlSuVceHg4CQkJDBw4ULEvNTWV8+fPF3nbM39/f+7cucOUKVOIi4ujQYMGbNq0yWxl+ri4uDz7zickJLBu3bo8Wyrm0LJlS1avXs3EiRP56KOPqFmzJmvWrMkzZUIIwRtvvMEXX3yBwz9Tbuzs7AgNDWXEiBFkZGQwf/78PFNWtIzafp1O5DdpRvJESExMxNnZmXv37imLfUieHAaDQdk/tnfv3o80p0UIQVJSEk5OTo99TtmjkJFu5L0hJwGYs9QbG9u8vQr/JqlZUPefLWMjh4P9I7ZvxpRMjnjMAsA3ZjR6B+uHXJGX4mqXZkyj9cnsVWz3e+/HTm9X5LI1SVYKzHPMDr+TDFbqzX/9N967lJRMHB2z/xOYnDwOh/ufsZSU7G2vshM83vnAKcA/WZMMaGuq8QMprHZP8vZKikdR3rv09HRiYmLw8PDIdyEyyb+LEAKTyYSFhUWJ+r/Kk+TUqVM8++yzREdH4+TkpHZ1isWrr75K48aN+fDDD58q7bTEg9q6hIQESpcuTUJCwkM/DD4J5DB7FVB7OIak6BgMBvbt2ye10yBSO+0itdMuUjvtIrXTLjkfYp6mfrqGDRsyY8aMIu3HXpLIyMjA29ub4ODgp067/wpqt5VymL0KqD0cQ1J0rKyslBVOJdpCaqddpHbaRWqnXaR22sXCwoLSpUurXY1/nYEDB6pdhWJjY2PDxIkT1a6G5BFQ26+TPfMqUNA2JJKSi8lk4u7du1I7DSK10y5SO+0itdMuUjvtIoTAYDDI3l0NIrXTLmq3ldKZVwG5HYP2MBqNHDlyRGqnQaR22kVqp12kdtpFaqddhBCkpKRIh1CDSO20i9ptpRxmrwJqD8eQFB0rK6t895+VlHykdtpFaqddpHbaRWqnXSwsLOQCyxpFaqdd1PbrZM+8Cqg9HENSdEwmEzdv3pTaaRCpnXaR2mkXqZ12kdppFyEEWVlZsndXg0jttIvabaV05lVAbdElRcdkMnH69GmpnQaR2mkXqZ12kdppF6mdtklLS1O7CpJiIrXTJmq3lXKYvQo8yn7nEnWwtLSkY8eOaldDUgykdtpFaqddpHbaRWqnXXQ6nSr7XEseHamddlHbr5M98yqg9hccSdExmUxcu3ZNaqdBpHbaRWqnXaR22kVqp12EEGRmZsqh2hpEaqdd1G4rpTOvAmqLLik6JpOJixcvSu00iNROu0jttIvUTrtI7bRNRkaGKuXu3LmTOnXqaPa5+e233/Dx8VG1/mppJ3k01H7mpTOvAmoPx5AUHUtLS9q2bSu10yBSO+0itdMuUjvt8jRoFxgYiE6nIygoKM+54cOHo9PpCAwM/PcrVgwuX76MTqfD0tKS69ev4+TkhE6nAyAuLg5LS0t0Oh2XL1/Oc22XLl3Q6/X88ccfec7l3COdToeVlRWurq507tyZZcuW5eu8jB07lgkTJmBh8f+uxZ49e2jatCm2trbUqFGDxYsXP9SenDJzH/dft3btWho3boy9vT3VqlVj5syZZudPnDiBj48Pjo6O9OzZk/j4eOWcwWCgSZMmHDlyxOyaHj16oNPpWLly5UPrWBji4+MJCAjA2dkZZ2dnAgICuHfvXoHpdTqdmXZvvvkmOp2OuXPnmqW7ePEiL730EuXLl6dUqVK89tpr/P3338r5jIwMAgICKFWqFF5eXuzcudPs+hkzZvD2228/Fhsl2ajdVpZ4Zz4pKYng4GCqVauGnZ0dLVu2zPMC5iZ345P7qF+/vpImNDQ03zTp6elKmhUrVlClShXKli3LmDFjzMq4fPkytWvXJjExsVg2qf0FR1J0TCYTV65ckdppEKmddpHaaRepnXZ5WrSrUqUKq1evNlt0LD09nVWrVlG1alUVa1Y8KlasSFhYGBkZGcpQ7bCwMCpVqpRv+tjYWMLDwxk5ciRLly7NN81zzz1HXFwcly9fZvPmzXTo0IF3332XHj16YDAYlHQHDx7kwoULvPrqq0pcTEwM3bp1o02bNpw4cYLx48fzzjvvsG7duofaEhISQlxcnHIMHDhQObd582b69etHUFAQp0+fZuHChcyZM4f58+craYYOHUrHjh05fvw49+7dY9q0acq5WbNm0bp1a3x9ffOUO2jQIL766quH1q8w9O3bl4iICLZs2cKWLVuIiIggICCgwPRCCEW7n376iUOHDlGxYkWzNCkpKXTp0gWdTsfOnTs5cOAAmZmZvPDCC8r7umTJEo4dO0Z4eDjDhg2jT58+yvMQExPDt99+y6effvpYbJRko3ZbWeKd+aFDh7J9+3a+//57Tp06RZcuXXj22We5du1avum//PJLswbg6tWrlC1b1qyBAShVqpRZuri4OGxtbQG4ffs2Q4cOZdasWWzdupWwsDA2btyoXPvWW2/x2WefFXuhCrVFlxQdOYdQu0jttIvUTrtI7bTLI2kngBSVjiJONW7SpAlVq1Zl/fr1Stz69eupUqUKPj4+5mYJwYwZM6hRowZ2dnZ4e3vz448/KueNRiNDhgzBw8MDOzs7vLy8+PLLL83yCAwMpFevXsyaNQt3d3fKlSvHiBEjyMrKKlrFC2DgwIGEhoaa5RcaGmrmCOcmJCSEHj168NZbb7FmzRpSUlLypLGxscHNzY1KlSrRpEkTxo8fz88//8zmzZsJDQ1V0q1evZouXboo/48GWLx4MVWrVmXu3LnUrVuXoUOHMnjwYGbNmvVQW0qXLo2bm5ty2NnZKee+//57evXqRVBQEDVq1KB79+588MEHfP7554rTGhkZybBhw6hduzZ9+vTh7NmzAFy6dIlly5YV6Mz27NmTw4cPc+nSpYfW8UFERkayZcsWvv32W/z8/PDz8+Obb77ht99+4/z58wVel5WVxbVr1xg5ciQrVqzIs3/5gQMHuHz5MqGhoTRs2JCGDRsSEhLCkSNHlB74yMhIevbsSf369RkxYgQ3b97k9u3bQLb/8vnnn8uF9h4zav+dK9HOfFpaGuvWrWPGjBm0bduWWrVqMXnyZDw8PFi0aFG+1zg7O5s1AEePHiU+Pp5BgwaZpdPpdGbp3NzclHOXLl3C2dkZf39/fH196dChg9IQrFy5Emtra3r37l1su9QejiEpOpaWlrRs2VJqp0GkdtpFaqddpHba5ZG0SwUcVTpSi17dQYMGERISovxetmwZgwcPzpNu4sSJhISEsGjRIs6cOcOoUaPo378/e/bsAbL/M1+5cmXWrl3L2bNn+fjjjxk/fjxr1641y2fXrl1cvHiRXbt2ERYWRmhoqJlT/CjkDCePiIhAp9Oxf/9+7t69ywsvvJAnrRCCkJAQ+vfvT506dahdu3aeuhZEx44d8fb2NvsIsnfvXpo1a2aWLjw8nC5dupjFde3alaNHjz70A8bIkSNxcXHB19eXxYsXmzlLGRkZZh8NAOzs7Pjrr7+4cuUKAN7e3mzfvh2DwcCOHTto1KgRAEFBQcyYMQMnJ6d8y61WrRoVKlRg3759SlxgYCDt27d/YH3vJzw8HGdnZ1q0aKHEPfPMMzg7O3Pw4MF8r9HpdNjb2zNgwADGjBljNqI4t+06nQ4bGxslztbWFgsLC/bv36/Yvn//ftLS0ti6dSvu7u64uLiwfPlybG1teemll4pki+ThqP13rkQ78waDAaPRmO9Lm/PQPoylS5fy7LPPUq1aNbP45ORkqlWrRuXKlenRowcnTpxQznl6epKamsqJEye4e/cuR44coVGjRty9e5ePP/7YbCjPg8jIyCAxMdHsAMjMzASyv+QajcY84Ry7c8I5jVhB4aysLLNwzpfJnLAQIk8YMAubTCazcM7wqYLCRqPRLJyfHSXBphwe1abMzEyio6PJzMxU3SYznf4pH1DCJUGnnHo/8rNn/P9hfDnhotqUmZlJVFSUcl1RbMrN0/Q+5dZQTZuMRiNRUVFKuU/yfcrJPz+bcngSOuXmv9SWZ2VlER0dTUZGxkNtyqGk2/S0/M1NT0/nwoULGI3GQtmUY78QQvUeqtz1MZlMBYZz6NevH/v37ycmJoaYmBgOHDhAv379zGxKSkpizpw5LF26lC5dulCjRg0GDhxIv379+PrrrxFCYGlpySeffEKzZs2oXr06/fr1Y+DAgYqDnJNfmTJl+Oqrr/Dy8qJHjx50796dHTt25Kl7QeGCbIJsh6Jfv3588803CCFYunQp/fr1U3p3c+wWQrBt2zZSU1Pp0qULQgj69+/P0qVLzcrM757mhOvUqcPly5eV+MuXL+Pu7m6W5saNG1SoUMHs2goVKmAwGLh161aBNk2ZMoUffviBbdu24e/vz/vvv8+nn36q5Nu5c2fWr1/P77//jsFgICoqSplXHhcXhxCCb775hh9//JGaNWtibW3NuHHjCAsLw97eHl9fX7p27UqtWrWYOHFiHvsqVaqk2CaEwN3dnapVqz5Um9zhuLg4KlSokMe+ChUqKHXMic8d/vTTT9Hr9bzzzjv5avDMM8/g4ODA2LFjSU1NJTk5mdGjR2Mymbh+/TpCCAYPHkyjRo2oV68en376KWvWrOHu3btMmjSJL7/8kgkTJlCrVi26du3KX3/99cjPXn525G4LHhQuyj19EuGi2pQ7j9ztt9oLF5ZoZ97JyQk/Pz+mTp3K9evXMRqNLF++nEOHDhEXF/fQ6+Pi4ti8eTNDhw41i69Tpw6hoaH88ssvrFq1CltbW1q1asWFCxeA7MY2LCyMAQMG0Lx5cwYMGEDXrl0ZPXo0b7/9NjExMfj4+NCgQQOzYVb3M336dGXhC2dnZ6pUqQKg9PJHRkYSGRkJwJ9//qmUf+LECWJiYgA4fPgwV69eBbLnJOXYvXfvXmXYzM6dO5VFNbZt20ZSUhIAmzZtIj09HYPBwKZNmzAYDKSnp7Np0yYgez2Cbdu2AXDv3j1liM7t27fZu3evcg9zviJevXqVw4cPA9nzbnI+gFy4cIE///yzxNmUkJCgaHHnzp1HsuncuXPEx8dz+vTpEqXTgVwftQ79s4BNSdAJeCzP3qE/Din5HTt6rNg2Xbt2DSFEkW3KzdP0PuWgtk1CCKKjo7lx48Yj21SQTjk9awD79x/IY1POf3Yg+z+sj1un3PzX2vL4+Hh27979UJty0IJN/0Wd7rdpx44dirP1MJtSUlKUNsNoNJJkTIJkyIrPIvF6IiRD5t1MkuKy4zPuZJB8IxmSIf12Oil/p0AypN1KI/VmqhJOu5UGyZB6M1UJp/ydQvrtdEiG5BvJZNzJgGRIiksi824m2Gff45xnKikpSfmgkZiYqDgRiYmJyn/Mra2t6datG2FhYXz99dd0796dsmXLmn04OXr0KOnp6XTp0gUnJyccHR1xcnLi+++/5+LFi2RmZpKSksLixYtp1qwZ5cuXx9HRkW+//VZZdC49PR2j0Uj9+vXJzMxU7pmLi4vSvqWkpCidPcnJyVy8eFEpy8nJiWnTphVoE6A4cuvXrycuLo4ff/zRbIppcnKyYtOSJUvw9/dX7lOfPn04dOiQ8oxlZmYqzkpGRgapqamKHWlpaYpTk2NHWloaer0egNTUVMW5ycrKMrMpJ8+UlJQCdRo/fjx+fn7UqFGD9957j08++YSZM2cqmvn7+zNy5EheeOEFbG1teeaZZ3jttdcA0Ov1GAwGqlatyp49e7hw4QJff/01WVlZTJ48mc8//5y3336bFi1acPDgQdavX8+6deuUdRPS09OxsbEhNTWVtLQ00tPTmT59OosWLVJsul+nN954w0ynnHuWs5Bdbp2MRiM6nQ4hhNlzmJiYyLFjx5g/fz7z5s1Dp9NhNBrNPrwlJSVRvnx5Vq5cyS+//IKjoyOlS5fm7t27NGnSBJ1OR2pqKlZWVsyePZszZ85w5MgRmjVrRnBwMO+88w6HDx/mp59+4uTJkzRp0oSRI0fma1OOTkV9n+4PQ7azmxM2Go1Ke5ljU85zkvN85rxPBT17OeHcz15OOPez9yRsyin//rY890gOVRAlnOjoaNG2bVsBCL1eL3x9fUW/fv1E3bp1H3rttGnTRLly5URGRsYD0xmNRuHt7S3efvvtAtPs2rVLNGvWTKSkpAh3d3exe/duce7cOVGqVCnx999/53tNenq6SEhIUI6rV68KQNy9e1cIIYTBYBAGgyFPOCsryyxsNBofGM7MzDQLm0wms7DJZMoTFkKYhY1Go1k4KyvrgWGDwWAWzs8OtW3KyMgQa9asEWvWrBEZGRn/CZvu1yk5OUMM73tMDO97TCQnZ6huU3KGSVSdK0TVuUIkZzz6s5eekCLCy38qwst/KtITUv5Vm1INqaLJsSaiybEmItWQ+vS8TxlJQsxCiFkIU0bSf8OmB+gUH58sYLKAyeLevZS8NiUmCgFCgDAkJDxem5LF/3/vT3462/KkJFPO7RVJSf8Nm/6LOhVkU2pqqjhz5oxIS0sTJpNJySMnnZpho9FYYHjgwIHixRdfFEajUfz666+ievXqonr16mLjxo3CZDKJnj17ioEDBwqTySQOHjwoALFr1y4RFRUlLly4IKKiokRUVJSIjY0VJpNJrF69Wtja2or58+eLY8eOiQsXLohhw4YJb29vpV45Zeau4zvvvCPatWuXrx2ZmZlmZd25cydfm2JiYgQgjh8/Lkwmk2jWrJlo37698PX1FUajUZw4cUIA4uLFi0IIIW7fvi1sbGyEhYWF0Ov1ygGIMWPGPLC+OeGGDRuK7t27K/EVK1YUixcvNkvTpk0b8fbbb5tdu27dOmFpaSkyMjIKpZPJZBL79u0TgIiLizN7xrKyskRsbKzIyMgQGzduFID4+++/861vQECAmDt3rjCZTKJMmTLi9OnTwmQyidGjR4tRo0aZpa9Tp46YOXNmoZ+3GzdumOkkhBDffPONcHZ2zmOTs7OzWLp0qWJHTl5Go1F88cUXQqfT5dHEwsJCVKtWLU/5t27dEnfv3hUmk0m4urqKzz//PN86/v7778LX11cYDAYRHBwsRo8eLYQQ4tSpU6Js2bKP5X3KbUfucE4eBYVLchtxv033t3W52+/bt28LQCQkJAg1KPGT2WrWrMmePXtISUkhMTERd3d3/P398fDweOB1QgiWLVtGQEAA1tbWD0xrYWGBr6+v8kX7fjIyMhg+fDjLly8nOjoag8FAu3btAKhduzaHDh3Kd06SjY2N2byW+8n5inl/OPfci8KEcy+QUZRwznYjkH0PcrYTKUy4oLqXNJtysLCwUPIvjk1Go5Fz587h6empnCsJOlnmvsf/hNXUKfc0uOxdIh7t2bPU5yr3n3BRbdLpdFy4cAFPT8+i2fT/MxjytbW4NpX49+mf3oSSYJPRaCQ6OhpPT89Hs4mCdcqdpqA2wqy+loV/DgujTW7+S2157jYzp6z86/7/9ue2oyTadH/dixrWik0WFhacP38eT0/PQtmU0wN5fzgHtcL3/x+goPDzzz+v9OB17do1jx0NGjTAxsaGq1evFjh3ev/+/bRs2ZIRI0YocbkXUSuOHVZWVtSqVSvf8u63I/f1/fv3Jzg4mEWLFuVr98qVK6lcuTI//fST2fU7duxg+vTpTJs2zezZuL9eO3fu5NSpU4waNUo55+Pjo4wQyYnz8/Pj119/NbuX27dvp1mzZmb/L3+YThEREdja2lKmTBkzbSwtLZURr6tXr8bPz08Z2p67vjt27ODcuXPKTlbGf6as6HQ6pbc2J8+MjAwuXryIj49PoXVydXXF1dXVrNxWrVqRkJDA4cOHad68OQCHDh0iISGBVq1amdmRk0///v1p3bo1NjY2yrmuXbsSEBDAoEGD8rxbLi4uQPaomps3b/Liiy/mSZOens7IkSNZuXIler3ebOpO7qk4j+t9yu9arbcRBdU9v7ZcLUq8M5+Dg4MDDg4OxMfHs3XrVmbMmPHA9Hv27CE6OpohQ4Y8NG8hBBERETRs2DDf81OnTuX555+nSZMmnDhxwmxYYFZWlvIySP7b5N6+RqItpHbaRWqnXaR22uVp0k6v1yuOaO4PIjk4OTkxevRoRo0ahclkonXr1iQmJnLw4EEcHR0ZOHAgtWrV4rvvvmPr1q14eHjw/fffc+TIkYd2PD0JBg0aRN++fSlTpky+55cuXcorr7xCgwYNzOKrVavGBx98wMaNG3nxxReBbOf2xo0bGI1G/v77b7Zs2cL06dPp0aMHAwYMUK7t2rUrYWFhZvkFBQUxf/583nvvPYYNG0Z4eDhLly5l1apVSpoNGzYwbtw4zp07B8Cvv/7KjRs38PPzw87Ojl27djFhwgTeeOMNpXPs9u3b/Pjjj7Rv35709HRCQkL44YcfzKZM5ZCWlsaIESNYvXq14nC1atWKBQsWMGLECNatW8ecOXOU9H/88Qc2Njb4+fkpcePGjePatWt89913D7/5/1C3bl2ee+45hg0bxtdffw3AG2+8QY8ePfDy8lLS1alTh+nTp/PSSy9Rrlw57O3tsbOzU5xGKysr3NzczK4JCQmhbt26lC9fnvDwcN59911GjRplliaHKVOm0L17d2V3hlatWjFmzBgGDRrE/PnzadWqVaFtkpRcSrwzv3XrVoQQeHl5ER0dzZgxY/Dy8lJWpy/oJVu6dCktWrTI01gBfPLJJzzzzDN4enqSmJjIvHnziIiIYMGCBXnSnjlzhjVr1hAREQFkv3gWFhYsXboUNzc3zp07l+9elQ8ivz8WkpKNXq/Ps1WNRBtI7bSL1E67SO20y9Oo3cO26po6dSoVKlRg+vTpXLp0idKlSytbtUG24xoREYG/vz86nY4+ffowfPhwNm/e/G9UX0Gn0z3QlmPHjnHy5Em++eabPOecnJzo0qULS5cuVZz5LVu24O7ujqWlJWXKlMHb25t58+YxcOBAs97I/v3788EHH3D+/HnFqfTw8GDTpk2MGjWKBQsWULFiRebNm8fLL7+sXJeQkGC2VZuVlRULFy7kvffew2QyUaNGDaZMmWI24gEgLCyM0aNHI4TAz8+P3bt3Kz3guZkyZQo9evSgcePGSty8efPo27cvbdu2pW/fvmb1WbVqFf369cPe3l6Ji4uLIzY2tsB7WhArVqzgnXfeUVb079mzZ54FtM+fP6+s75Szmv3DOH/+POPGjePu3btUr16dCRMmMGrUqDzpTp8+zQ8//KD4LwCvvPIKu3fvpk2bNnh5ebFy5coi2yXJi+p+nSqD+4vAmjVrRI0aNYS1tbVwc3MTI0aMEPfu3VPODxw4UJlvlMO9e/eEnZ2dWLJkSb55BgcHi6pVqwpra2tRvnx50aVLF3Hw4ME86Uwmk2jZsqX49ddfzeJ//fVXUbVqVeHq6iq++eabQtuSkJBgNmde8mTJyspS5sznzDUsLgaDQZw6dUqZg1hSSE8zKHPm09PUr1tKplDmzKdkPnp+huQMZc68IfnBa18UmEcxtbt/zvxTQ2ayMmdeZCarWpV/471LTs5Q5swn5/eMJScrc+ZF8mO+H/fNmf8vUVjtnuTtlRSPorx3aWlp4uzZsyItLe1fqJnkYeTM7c2Z+/tvMmbMGPHGG2/86+U+Lm7evCnKli0rLl26pEr5amoneTgPauvu3r0r58w/iNdee01ZpTI/8tuf09nZWVn9MD+++OILvvjii4eWrdPpOHDgQJ74Hj160KNHj4deL5FIJBKJRCKR/NeZMGECCxYswGg0qt9TWQxiYmJYuHChKlMjJJJHocQ78/9FtNjIPe3o9fp8p2xISj5SO+0itdMuUjvtIrXTLjqdDjs7O1XKdnZ2VqYdaJHmzZvnO1T/30JN7SSPhtp+XYneZ/6/ilwwT3sYjUZOnDghtdMgUjvtIrXTLlI77SK10y5CCFJTU5V94CXaQWqnXdRuK6UzL5EUEvnFVLtI7bSL1E67SO20i9ROu+TeekuiLaR2kuIgh9mrgNrDMSRFR6/XU6dOHbWrISkGUjvtIrXTLlI77SK10y5yqLZ2kdppF7X9OtkzrwK596mXaAODwcCRI0ekdhpEaqddpHbaRWqnXaR22kUIQUpKihyqrUGkdtpF7bZSOvMqIIfRaA+dTkeZMmWkdhpEaqddpHbaRWqnXaR22kbtXkJJ8ZHaaRO120o5zF4F5MuqPfR6PbVq1VK7GpJiILXTLlI77SK10y5SO+2i0+mwtbVVuxqSYiC10y5q+3WyZ14F1B6OISk6BoOBgwcPSu00iNROu0jttIvUTrtI7bSLEILk5GQ5VFuDSO20i9ptpXTmVcDCQt52rWFhYUGlSpWkdhpEaqddpHbaRWqnXaR22sbKykq1su/cuUOFChW4fPmyanV4FG7evEn58uW5du2aKuWrqZ2k+KjdVsqWWgXUFl1SdCwsLKhWrZrUToNI7bSL1E67SO20y9OgXWBgIDqdjqCgoDznhg8fjk6nIzAw8N+v2COwbt06OnXqhJubGw4ODnh5eTF48GBOnDihpAkNDUWn01G3bt08169duxadTkf16tXzpNfpdOj1esqUKUOLFi2YMmUKCQkJefKYPn06L7zwglkesbGxvPDCCzg4OODi4sI777xDZmbmA225ceMGAQEBii1NmjThxx9/zJNu48aNtGjRAjs7O1xcXOjdu7dy7u7du7zwwgs4OjrSpEkTTp48aXbt8OHDmT17tllchQoVCAgIYNKkSQ+sX2ERQjB58mQqVqyInZ0d7du358yZM/mm1el02NjY0KFDB+We5z66d+9ulv7atWv079+fcuXKYW9vT+PGjTl27JhyftasWbi6uuLq6soXX3xhdu2hQ4do2rSp6vuj/1dQu63877bUJRi1h2NIio7BYGDv3r1SOw0itdMuUjvtIrXTLk+LdlWqVGH16tWkpaUpcenp6axatYqqVauqWLOi88EHH+Dv74+3tzerV6/m9OnTLFmyhJo1azJ+/HiztA4ODty8eZPw8HCz+GXLluVrd6lSpYiLi+Ovv/7i4MGDvPHGG3z33Xc0btyY69evK+nS0tJYunQpQ4cOVeKMRiPdu3cnJSWF/fv3s3r1atatW8f777//QHsCAgI4f/48v/zyC6dOnaJ37974+/ubfZhYt24dAQEBDBo0iJMnT3LgwAH69u2rnP/0009JSkri+PHjtGvXzqxe4eHhHD58mODg4DxlDxo0iBUrVhAfH//AOhaGGTNmMGfOHObPn8+RI0dwc3Ojc+fOJCUl5UkrhCApKYl169YRFxenHKdPn0av1/Pqq68qaePj42nVqhVWVlZs3ryZs2fPMnv2bEqXLg3AqVOn+Pjjj1m1ahUrV65k/PjxnD59GoCsrCyCgoJYvHix6nO9/yuo3VZKZ14F1P6CIyk6FhYW1KxZU2qnQaR22kVqp10eRbt0o4nkrKIf6UbTE7Dk6eNRtMveXitTlaOoc42bNGlC1apVWb9+vRK3fv16qlSpgo+PTx67ZsyYQY0aNbCzs8Pb29usp9hoNDJkyBA8PDyws7PDy8uLL7/80iyPwMBAevXqxaxZs3B3d6dcuXKMGDGCrKysIt/n3Pzxxx+K0zhnzhw6dOiAh4cH7dq1Y8KECWzatMksvaWlJX379mXZsmVK3F9//cXu3bvNnOEcdDodbm5uuLu7U7duXYYMGcLBgwdJTk5m7NixSrrNmzdjaWmJn5+fErdt2zbOnj3L8uXL8fHx4dlnn2X27Nl88803JCYmFmhTeHg4b7/9Ns2bN6dGjRpMnDiR0qVLc/z4cSDbeXr33XeZOXMmQUFB1K5dGy8vL1555RUlj8jISF5//XVq167NG2+8wdmzZ4FsZ/att94q0Jlt2LAhbm5ubNiw4WG3/oEIIZg7dy4TJkygd+/eNGjQgLCwMFJTU1m5cmW+19jY2FC2bFnc3NyUY/v27djb25s5859//jlVqlQhJCSE5s2bU716dTp16kTNmjUV2xs1akTHjh3p1KkTjRo1IjIyEoCZM2fStm1bfH19H8k+yf+j9v9R5Gr2KqC26JKikzOHUKI9pHbaRWqnXYqrXbrRxIG4VNIMRXfM7SwtaOVuj61e/o19FB7lvUtNzcLRcfpjrlHhSE4eh4ODdZGuGTRoECEhIfTr1w/I7p0ePHgwu3fvNks3ceJE1q9fz6JFi/D09GTv3r3079+f8uXL065dO0wmE5UrV2bt2rW4uLgoPdju7u689tprSj67du3C3d2dXbt2ER0djb+/P40bN2bYsGHFtnvVqlU4Ojoq0wOsrc3vQX7bZg0ZMoS2bdvy5ZdfYm9vT2hoKM899xyurq6FKrNChQr069ePZcuWYTQa0ev17N27l2bNmpmlCw8Pp0GDBlSsWFGJ69q1KxkZGRw7dowOHTrkm3/r1q1Zs2YN3bt3p3Tp0qxdu5aMjAzat28PwPHjx7l27RoWFhb4+Phw48YNGjduzKxZs6hfvz4A3t7e7Ny5k6FDh7J161YaNWoEZDvC7du3z1PX3DRv3px9+/YxePBgIHu6waBBg4r0wSgmJoYbN27QpUsXJc7GxoZ27dpx8OBB3nzzTbP0+WkHsHTpUl5//XUcHByUuF9++YWuXbvy6quvsmfPHipVqsTw4cOV56hhw4ZERUURGxuLEIKoqCgaNGhAdHQ0oaGhZsPxJY+O2n6d/IunAmoPx5AUHYPBwM6dO6V2GkRqp12kdtqluNoZTJBmMGFpocPO0qLQh6WFjjSDiWJ8A5Dcx9P03gUEBLB//34uX77MlStXOHDgAP379zdLk5KSwpw5c1i2bBldu3alRo0aBAYG0r9/f77++msge+GyTz75BF9fXzw8POjXrx+BgYGsXbvWLK8yZcowf/586tSpQ48ePejevTs7dux4JBuioqKoUaMGlpaWCCFITExk9uzZODo6Ksf989sbN25MzZo1+fHHHxFCEBoaqjiuhaVOnTokJSVx584dAC5fvmzmtEP23Pf7PxCUKVMGa2trbty4UWDea9aswWAwUK5cOWxsbHjzzTfZsGGD0vN86dIlACZPnszEiRP57bffKFOmDO3atePu3bsAfPjhh1haWlKzZk02bNjA0qVLuXDhAt999x0fffQRQUFB1KhRg9deey3P/alUqZLZIn7Ozs54eXkV6f7k2He//a6urvnanqNd7g8Ghw8f5vTp02ZTBHLsz/mwtHXrVoKCgnjnnXf47rvvAKhbty7Tpk2jc+fOdOnShenTp1O3bl2CgoKYMWMGW7dupUGDBvj4+LB3794i2SXJi9ptpeyZVwG1v+BIio6FhQUNGjSQ2mkQqZ12kdppl0fVzspCh7U+b4/igzCY5JZOj4NH0c7e3ork5HFPoFaFK7uouLi40L17d8LCwhBC0L17d1xcXMzSnD17lvT0dDp37mwWn5mZaTYcf/HixXz77bdcuXKFtLQ0MjMzady4sdk19evXNxva7e7uzqlTp/KtW2xsLPXq1VN+jx8/Ps/89xxy977b2dkxePBgXnzxRQ4dOkT//v3z7VEePHgwISEhVK1aleTkZLp168b8+fPzzT8/cvLMKTstLS3ffdLzGxkghMg3PoeJEycSHx/P77//jouLCz/99BOvvvoq+/bto2HDhphM2V/tJkyYwMsvvwxASEgIlStX5ocffuDNN9/E2dk5z3D2jh07MnPmTFasWMGlS5c4f/48w4YNY8qUKWaL4dnZ2ZGamqr8fumll3jppZcKrO+KFSvMeto3b96s6Hy/nQ+y3c7Ozuz30qVLadCgAc2bNzeLN5lMNGvWjGnTpgHg4+PDmTNnWLRoEQMGDAAgKCjIbIHH0NBQnJyc8PPzw8vLiyNHjvDXX3/x+uuvExMTg42NTYH2SR6M2v9Hkc68CqgtuqToWFhYUKFCBbWrISkGUjvtIrXTLlI77fIo2ul0uiIPdVebwYMHM3LkSAAWLFiQ53yO47hx48Y80w9yHKC1a9cyatQoZs+ejZ+fH05OTsycOZNDhw6Zpb9/6zGdTqfkfz8VK1YkIiJC+V22bNl803l6erJ//36ysrKwsrLCysqKMmXKUKZMGf76668C7e7Xrx9jx45l8uTJDBgwAEvLorkEkZGRlCpVinLlygHZH0buXzTOzc0tzz2Ij48nKyurwCH9Fy9eZP78+Zw+fdpsyPy+fftYsGABixcvxt3dHcDsY4eNjQ01atQgNjY233yXLVtG6dKlefHFF+nduze9evXCysqKV199lY8//tgs7d27dylfvnyh70XPnj1p0aKF8rtSpUrExcUB2T30OfWF7O3v8rNdp9OZPR+pqamsXr2aKVOm5Enr7u5uZjtk98avW7cu3/rdvn2bKVOmsHfvXg4dOkTt2rXx9PTE09OTrKwsoqKiaNiwYaHtlZijtl8nvUoVeNTFTiT/PllZWWzdulVqp0GkdtpFaqddpHba5WnT7rnnniMzM5PMzEy6du2a53y9evWwsbEhNjaWWrVqmR1VqlQBYN++fbRs2ZLhw4fj4+NDrVq1uHjx4iPVy9LS0qysgpz5Pn36kJyczMKFCzGZTCQkJBT4gSA3ZcuWpWfPnuzZs6fIQ+xv3rzJypUr6dWrl+LI+Pj4KIvM5eDn58fp06cVxxayF8WzsbGhadOm+ead0yN+v4Ok1+sVu5o2bYqNjQ3nz59XzmdlZXH58mWqVauWJ89bt24xdepUvvrqKyB7wcKc5zsrKyvPFm2nT5/Oswjig3BycjLTys7ODg8PD2UBuxwyMzPZs2cPLVu2zJPH/drlrBNw/7QPgFatWpnZDtnTLfKzHSA4OJhRo0ZRuXJlM9she4i43KLu0VC7rZTOvArIrSC0h16vx9fXV2qnQaR22kVqp12kdtrladNOr9cTGRlJZGRkvjY7OTkxevRoRo0aRVhYGBcvXuTEiRMsWLCAsLAwAGrVqsXRo0fZunUrUVFRfPTRRxw5cuRfqb+fnx/vv/++cpw4cYLY2Fj++OMPli5dik6nK7DnMDQ0lNu3b1OnTp0C8xdCcOPGDeLi4oiMjGTZsmW0bNkSZ2dnPvvsMyVd165dOXPmjFnvfJcuXahXrx4BAQGcOHGCHTt2MHr0aIYNG0apUqWA7P3S69Spw+HDh4Hsufi1atXizTff5PDhw1y8eJHZs2ezfft2evXqBWRvlxcUFMSkSZPYtm0b58+f56233gIwW/U9h3fffZf3339fGVnRqlUrvv/+eyIjI1myZAmtWrVS0qampnLs2DGzhes2bNjwwHuUHzqdjuDgYKZNm8aGDRs4ffo0gYGB2Nvbm+0aMGDAAMaNG/fPqBYHZQj+0qVL6dWrlzLyITejRo3ijz/+YNq0aURHR7Ny5UqWLFnCiBEj8qTdvn07Fy5cUM41b96cc+fOsXnzZpYsWYJery/yegASc9RuK+UwexVQeziGpOhYWFgU+FVcUrKR2mkXqZ12kdppl6dRuxzHsiCmTp1KhQoVmD59OpcuXaJ06dI0adJEmcMeFBREREQE/v7+6HQ6+vTpw/Dhw9m8efO/UX1mzZpF8+bNWbRoESEhIaSmpuLq6krbtm0JDw8v0D47O7s887TvJzExEXd3d3Q6HaVKlcLLy4uBAwfy7rvvmuXbsGFDmjVrxtq1a5X543q9no0bNzJ8+HBatWqFnZ0dffv2ZdasWcp1WVlZnD9/XumRt7KyYtOmTXz44Ye88MILJCcnU6tWLcLCwujWrZty3cyZM7G0tCQgIIC0tDRatGjBzp07KVOmjFn9t27dysWLF1m+fLkSN3LkSI4ePUqLFi1o3rw5kyZNUs79/PPPVK1alTZt2ihxCQkJeXrCC8PYsWNJS0tj+PDhxMfH06JFC7Zt24aTk5OSJjY2FgsLC3Q6nTLVISoqiv3797Nt27Z88/X19WXDhg2MGzeOKVOm4OHhwdy5c5VdGXJIS0tj5MiRrFmzRvE9KlWqxFdffcWgQYOwsbEhLCzsoc+A5MGo7dfpRFE35pQUm8TERJydnbl9+3a+X9okjxeDwaDsH9u7d+8izwfLTVZWFtu2baNLly555rypSUa6kfeGnARgzlJvbGzV/TqYmgV1F2aHI4dDMdYjMsOYkskRj+w/+r4xo9EXYy5mcbVLM6bR+mRrAPZ778dO/5T8sctKgXmO2eF3ksHK4cHpn2RV/oX3LiUlU9lKK9+trVJSwPGf+5GcDA6P8X6kAP9kTTKg3q1+7BRWu/tvr7A2sftaMnaWFkVaAC/TKEgzmGhfyRFHK/nB/FEoynuXnp5OTEwMHh4e+S5+Jvl3MZlMJCYmUqpUKVUcjE2bNjF69GhOnz6tuoNTXJo3b05wcLBZ7/m/gdraSR7Mg9q6O3fu4OLiQkJCwkM/DD4JZM+8CjyKUylRB0tLS9q0aSO10yBSO+0itdMuUjvtIrXTLjqdDicnpweuFP8k6datGxcuXODatWvKegJa4ubNm7zyyiv06dPnXy9bbe0kxUfttlK21CogX1TtkTO8TKI9pHbaRWqnXaR22kVqp110Op3q83ffffddVct/FCpUqMDYsWNVKbskaCcpHmr7dXIchwqoveqhpOhkZWXx888/S+00iNROu0jttIvUTrtI7bSLyWTi3r17hVrNXlKykNppF7XbSunMq4DawzEkRcfS0pIuXbpI7TSI1E67SO20i9ROu0jttEvOqAq1ewolRUdqp13UbiulMy+RFBK1X1ZJ8ZHaaRepnXaR2mkXqZ1EIpFoA+nMq4DBYFC7CpIiYjAY2LRpk9ROg0jttIvUTrtI7bSL1E67CCFITExEblSlPaR22kXttlI68yogv3hrD0tLS7p16ya10yBSO+0itdMuUjvtIrXTLnKotnaR2mkXtdtK2VJLJIXEYDCo/sJKiofUTrtI7UoG6UYThiKsyySEICM9Ewd7C+ws5QrNWkO+dxKJRKINZEutAmoPx5AUHYPBwLZt2+jWrRtWVlZqV0dSBKR22kVqVzJIN5o4EJdKWhG8eWE0YDq9D4fG7WhduRS2ejkQUCvI90675AzVlj282kNqp13U9uvkX1cVkH8ctYeVlRUvvvii1E6DSO20i9SuZGAwQZrBhKWFDjtLi0Id9jbW2Ph0JF1YFKlHX6I+8r3TLhYWFpQuXRoLi3//v/c//fQTtWrVQq/XExwcTGhoKKVLl37gNZMnT6Zx48b/Sv1KOmpqJ3k01G4r5ROjAnJxC+0hFybRLlI77SK1K1lYWeiw1hfusLIAi4wUqZ0GeRreu6SkJIKDg6lWrRp2dna0bNmSI0eOmKUJDAxEp9OZHc8888xD8163bh316tXDxsaGevXqsWHDhjxpFi5ciIeHB7a2tjRt2pR9+/aZnZ81axaurq64urryxRdfmJ07dOgQTZs2xWg05slXCIHRaFS0E0KwZMkSWrRogaOjI6VLl6ZZs2bMnTuX1NTUh9pSFN58801eeeUVrl69ytSpU/H39ycqKuqxlqEGDRs2ZOjQofmeW7VqFVZWVvz9998Pzad9+/bKc2RtbU3NmjUZN24cGRkZQF7tisKZM2d4+eWXqV69Ojqdjrlz5z70mvPnz9OhQwdcXV2xtbWlRo0aTJw40WzP9Li4OPr27YuXlxcWFhYEBwfnyWf79u3Url0bZ2dnBg4cSGZmpnIuISGB2rVrExsbW2SbtITabaV05lVA7eEYkqJjMBjYt2+f1E6DSO20i9ROw5iMpJ07Cqa8DoekZPM0vHdDhw5l+/btfP/995w6dYouXbrw7LPPcu3aNbN0zz33HHFxccqxadOmB+YbHh6Ov78/AQEBnDx5koCAAF577TUOHTqkpFmzZg3BwcFMmDCBEydO0KZNG55//nnF4Tl16hQff/wxq1atYuXKlYwfP57Tp08DkJWVRVBQEIsXL0avz7sWhRCCpKQkxbkICAggODiYF198kV27dhEREcFHH33Ezz//zLZt2x7pHuYmOTmZmzdv0rVrVypWrIiTkxN2dnZUqFDhsZWhFkOGDGHt2rX5fvxYtmwZPXr0wNXVtVB5DRs2jLi4OKKjo5kxYwYLFixg8uTJQF7tikJqaio1atTgs88+w83NrVDXWFlZMWDAALZt28b58+eZO3cu33zzDZMmTVLSZGRkUL58eSZMmIC3t3eePEwmE/369SMoKIiDBw9y+PBhvvnmG+X8Bx98QFBQEFWrVi2yTVpC7bZSOvMqoPZwDEnRsbKyonv37lI7DSK10y5SO+2i01vi6NMenV4uzaM1Hum9EwKyUtQ5CukEpaWlsW7dOmbMmEHbtm2pVasWkydPxsPDg0WLFpmltbGxwc3NTTnKli37wLznzp1L586dGTduHHXq1GHcuHF06tTJrKd0zpw5DBkyhKFDh1K3bl3mzp1LlSpVlLIjIyNp1KgRHTt2pFOnTjRq1IjIyEgAZs6cSdu2bfH19c23/NxDtdeuXcuKFStYtWoV48ePx9fXl+rVq/Piiy+yc+dOOnToAGQ7ZFOmTKFy5crY2NjQuHFjtmzZouR5+fJldDod69evp0OHDtjb2+Pt7U14eDgAu3fvxsnJCYCOHTui0+nYvXt3vsPsP/vsM1xdXXFycmLIkCGkp6fnsSEkJIS6detia2tLnTp1WLhwYaHrksOBAwdo164d9vb2lClThq5duxIfHw9kO80zZsygRo0a2NnZ4e3tzY8//ligpgEBAWRkZPDDDz+YxcfGxrJz506GDBnCxYsXefHFF3F1dcXR0RFfX19+//33PHnZ29vj5uZG1apVefnll+ncubPyUeVRhtn7+voyc+ZMXn/9dWxsbAp1TY0aNRg0aBDe3t5Uq1aNnj170q9fP7NRItWrV+fLL79kwIABODs758nj9u3b3Lp1i+HDh1O/fn169uzJ2bNngWwNjh49yrvvvltke7SG2v9HkX9lVcBkkhMItYbJZOLevXtyPpMGkdppF6mddhHChDE5EWHjoHZVJEXkkd47QyrMc3wyFXsY7ySD1cOfN4PBgNFoxNbW1izezs6O/fv3m8Xt3r2bChUqULp0adq1a8enn376wN7m8PBwRo0aZRbXtWtXxZnPzMzk2LFjfPjhh2ZpunTpwsGDB4HsYd1RUVHExsYihCAqKooGDRoQHR1NaGgox44dK7D8nKHaer2eFStW4OXlxYsvvpgnnU6nU5yzL7/8ktmzZ/P111/j4+PDsmXL6NmzJ2fOnMHT01O5ZsKECcyaNQtPT08mTJhAnz59iI6OpmXLlpw/fx4vLy/WrVtHy5YtKVu2LJcvXzYrc+3atUyaNIkFCxbQpk0bvv/+e+bNm0eNGjWUNDk9w/Pnz8fHx4cTJ04wbNgwHBwcGDhw4EPrYmlpSUREBJ06dWLw4MHMmzcPS0tLdu3apUxLmDhxIuvXr2fRokV4enqyd+9e+vfvT/ny5WnXrl2ee1WuXDlefPFFQkJCzOoQEhKCq6srzz//PKdPn6Zbt27873//w9bWlrCwMF544QXOnz9fYK/0yZMnOXDgANWrV1e0u3jxIp6enuzatYv27dsXqPOTIDo6mi1bttC7d+9CX1O+fHnc3d3Ztm0bnTt3Zt++fcpQ+7feeotly5blO4Lkv4bafp3835EK5DfPSVKyMRqNHDlyRGqnQaR22kVqp2FMJtIvnQL58Vpz/NffOycnJ/z8/Jg6dSrXr1/HaDSyfPlyDh06RFxcnJLu+eefZ8WKFezcuZPZs2dz5MgROnbsqMxxzo8bN27kGXLt6urKjRs3gOyeTKPR+MA0devWZdq0aXTu3JkuXbowffp06tatS1BQEDNmzGDr1q00aNAAHx8f9u7da5aPEIKUlOy1Ki5cuICXl9dD78esWbP44IMPeP311/Hy8uLzzz+ncePGeeZdjx49mu7du1O7dm0++eQTrly5QnR0NNbW1soHjrJly+Lm5oa1tXWecubOncvgwYMZOnQoXl5e/O9//6NevXpmaaZOncrs2bPp3bs3Hh4e9O7dm1GjRvH1118Xqi4AM2bMoFmzZixcuBBvb2/q16/PyJEjcXFxISUlhTlz5rBs2TK6du1KjRo1CAwMpH///nnKyM3gwYPZu3cvly5dUu5zaGgogYGB6PV6vL29efPNN2nYsCGenp7873//o0aNGvzyyy9m+SxcuBBHR0dlBMStW7cYM2aMkmdWVhZeXl7Y29s/VLfHRcuWLbG1tcXT05M2bdowZcqUQl+r0+lYu3YtU6dOpV69evj4+DB48GA+++wzOnXqhJ2dHa1atcLLy4v58+c/QSvURe22UvbMq4DawzEkRcfKyoquXbuqXQ1JMZDaaRepnXbR6S1xaNS6SNvZSUoGj/TeWdpn95CrgWXhHaDvv/+ewYMHU6lSJfR6PU2aNKFv374cP35cSePv76+EGzRoQLNmzahWrRobN258YO/l/duKCSHyxD0sTVBQEEFBQcrv0NBQ5SOEl5cXR44c4a+//uL1118nJiZGGVptYWGh9LjnV+79JCYmcv36dVq1amUW36pVK06ePGkW16hRIyXs7u4OwM2bN6lTp84Dy8ghMjLSzCYAPz8/du3aBcCtW7e4evUqQ4YMYdiwYUoag8GQZ4j3g+oSERHBq6++mm8dzp49S3p6Op07dzaLz8zMxMfHp8C6d+nShcqVKxMSEsLUqVPZuXMnly9fZtCgQQCkpKTwySef8Ntvv3H9+nUMBgNpaWl5Fn7r168fEyZMIDExkc8//5xSpUrx8ssvA9na1a1bl3PnzhVYj9jYWLMPIOPHj2f8+PEFpi8Ma9asISkpiZMnTzJmzBhmzZrF2LFjC31969atzRaPjIqK4vvvv+fEiRO0bduW4OBgnnvuORo0aEDbtm3NtPuvoLZfJ515FVB7OIak6JhMJm7fvo2Li4sc7qsxpHbaRWqnXYQwYUi4i7DPO89SUrJ5pPdOpyvUUHe1qVmzJnv27CElJYXExETc3d3x9/fHw8OjwGvc3d2pVq0aFy5cKDCNm5ub0sOew82bN5WeeBcXF/R6/QPT3M/t27eZMmUKe/fu5dChQ9SuXRtPT088PT3JysoiKiqKhg0bAtkOvMFgwNLSktq1aytz7R9GYT5A5HZYcs49zv/P5uT1zTff0KJFC7Nz9w/VflBd7OzsHlrGxo0bqVSpktm5B801t7CwIDAwkNDQUD755BNCQkJo27atMg1hzJgxbN26lVmzZlGrVi3s7Ox45ZVXzFZ2B3B2dqZWrVoALF++nPr167N06VKGDBlipl1BH2EqVqxIRESE8vthazgUhipVqgBQr149jEYjb7zxBu+//36xhscLIXjjjTeYPXs2JpOJEydO8Morr2Bvb0+7du3Ys2fPf9KZV9uvk/87UgG1RZcUHZPJxOnTp6V2GkRqp12kdhrGZCLzrwtymL0GeZreOwcHB9zd3YmPj2fr1q35zi/P4c6dO1y9elXpCc4PPz8/tm/fbha3bds2WrZsCYC1tTVNmzbNk2b79u1KmvsJDg5m1KhRVK5cGaPRaLZ1WM78/9ykpaUB0LdvX6Kiovj555/z5CmEICEhgVKlSlGxYsU8awUcPHiQunXrFmhncahbty5//PGHWVzu366urlSqVIlLly5Rq1Yts+NBH1nup1GjRuzYsSPfczlbBsbGxuYpI8epLYhBgwbx119/sX79etavX8+QIUOUc/v27SMwMJCXXnqJhg0b4ubmlmfNgPuxsrJi/PjxTJw4UVkpP0e7grC0tDSr8+Nw5nOTM9S/uFutLV26lHLlytGzZ0/lucx5XrOyslQfjv6kULutlD3zKmBpKW+71rC0tKRjx45qV0NSDKR22kVqp110ekvs6z8jh9lrkKfhvdu6dStCCLy8vIiOjmbMmDF4eXkpw6aTk5OZPHkyL7/8Mu7u7ly+fJnx48fj4uLCSy+9pOQzYMAAKlWqxPTp0wF49913adu2LZ9//jkvvvgiP//8M7///ruZs/zee+8REBBAs2bN8PPzY8mSJcTGxuYZgg7ZTv6FCxf47rvvAGjevDnnzp1j8+bNXL16Fb1ebzYvXqfTUapUKQBee+01NmzYQJ8+ffjoo4/o3Lkz5cuX59SpU3zxxRe8/fbb9OrVizFjxjBp0iRq1qxJ48aNCQkJISIighUrVjzWe/7uu+8ycOBAmjVrRuvWrVmxYgVnzpwxWwBv8uTJvPPOO5QqVYrnn3+ejIwMjh49Snx8PO+9916hyhk3bhwNGzZk+PDhBAUFYW1tza5du3j11VdxcXFh9OjRjBo1CpPJROvWrUlMTOTgwYM4OjqaLXB3Px4eHnTs2JE33ngDKysrXnnlFeVcrVq1WL9+PS+88AI6nY6PPvqoUA5e3759GT9+PAsXLmT06NEkJSXRvHlzvvvuO5o3b14oeyF7mkDOKvKZmZlcu3aNiIgIHB0dlZEA8+fPZ8OGDcqHjhUrVmBlZUXDhg2xsbHh2LFjjBs3Dn9/fzM/JWckQHJyMrdu3SIiIgJra+s86x3cvHmT//3vfxw4cACAMmXKKLs1dOnShR07djzylICSitp+nfQqVUDtLziSomMymYiLi8Pd3V0O99UYUjvtIrXTLsJkwhB/E+FYTu2qSIrI0/DeJSQkMG7cOP766y/Kli3Lyy+/zKeffqoM39br9Zw6dYrvvvuOe/fu4e7uTocOHVizZo2yDRtkz2HOfY9atmzJ6tWrmThxIh999BE1a9ZkzZo1ZsPG/f39uXPnDlOmTCEuLo4GDRqwadMmqlWrZlbHtLQ0Ro4cyZo1a5QyKlWqxFdffcWgQYOwsbEhLCzMbFh5Ts+qlZUVOp2OlStXsmTJEpYtW8b//vc/LC0t8fT0ZMCAAcq6CO+88w6JiYm8//773Lx5k3r16vHLL7+YrWT/OPD39+fixYt88MEHpKen8/LLL/PWW2+xdetWJc3QoUOxt7dn5syZjB07FgcHBxo2bEhwcHChy6lduzbbtm1j/PjxNG/eHDs7O1q0aEGfPn2A7EX2KlSowPTp07l06RKlS5emSZMmhXI0hwwZwo4dO3jjjTfMFqn74osvGDx4MC1btsTFxYUPPviAxMTEh+ZnbW3NyJEjmTFjBm+++SYpKSmcP38+3z3tH8T169fN5vzPmjWLWbNm0a5dO3bv3g1kT9e4ePGiksbS0pLPP/+cqKgohBBUq1aNESNG5NmNIXe+x44dY+XKlVSrVi3PyIN3332X0aNHm01fCA0NZeDAgcybN48xY8YU6QOFllDbr9OJ4o6lkBSZxMREnJ2duXPnzmMfGiPJi8FgYP369QD07t37kb6cGQwGDh48SMuWLVX/ApebjHQj7w3JXqRmzlJvbGzV3QIkNQvq/rMlbORwsH/ENUGMKZkc8ZgFgG/MaPQOeVfIfRjF1S7NmEbrk60B2O+9Hzt9wfPw/lNkpfz/1lKF3OrpSfFvvHcpKZk4Omb3qiUnj8Ph/mcsJQUc/7kfycng8BjvRwqQs4tXMlBCpxonZ5nYfS0ZO0sLrPUPXlArB2E0knDuGHg0pkNVZxyt8ncK77+9wrroZQFkGgVpBhPtKzkWWJakcBTlvUtPTycmJgYPD488W71J/n2EECQnJ+Po6PjQxe8kJQupXcnmQW3d3bt3KVeunDJ15d+m5HglTxElyRmUFA5LS0vatm2rdjUkxUBqp12kdtpFp9djX8dXDrPXIPK90y46nc5s5IBEO0jttIvafp38fK0Cag/HkBQdk8nElStXpHYaRGqnXaR22kWYTGTdvoaQ2mkO+d5pFyEEGRkZxV7ATKIeUjvtonZbKZ15FVBbdEnRMZlMXLt2TWqnQaR22kVqp2GEwBB/E+R/TDWHfO+0Te7V7iXaQmqnTdRuK+V4bxVQeziGpOhYWloWuG2MpGQjtdMuUjvtotPrsfP0kcPsNYh877SLTqfDMWcRCommkNppF7X9OtkzrwL/1X0W/8sYjUaio6OldhpEaqddpHbaRZhMZP4dK4fZaxD53mkXIQTp6elyqLYGkdppF7XbSunMq4B8UbWHEIL4+HipnQaR2mkXqZ2GEQJjcgIgtdMa8r3TNmo7FpLiI7XTJmq3lXK8twqoPRxDUnQsLS3x9fVVuxqSYiC10y5SO+2i0+uxq9lQDrPXIPK90y46nQ6Hx7l9puRfQ2qnXdT262TPvArIL2/aw2g0cu7cOamdBpHaaRepnXYRJhMZ1y/JYfYaRL532kUIQVpamuo9hZKiI7XTLmq3ldKZl0gKSVpamtpVkBQTqZ12kdppFYHIzEAOs9cm8r3TLtIZ1C5SO0lxKNHOvMFgYOLEiXh4eGBnZ0eNGjWYMmXKA7cA2L17NzqdLs9x7tw5Jc369etp1qwZpUuXxsHBgcaNG/P999+b5bNixQqqVKlC2bJlGTNmjNm5y5cvU7t2bRITE4tll16vL9Z1EvXQ6/X4+PhI7TSI1E67SO20i85Cj231uugspHZaQ7532kWn02Fvb49Op/vXy/7pp5+oVasWer2e4OBgQkNDKV269AOvmTx5Mo0bN/5X6lfSUVM7yaOhdltZop35zz//nMWLFzN//nwiIyOZMWMGM2fO5KuvvnrotefPnycuLk45PD09lXNly5ZlwoQJhIeH8+effzJo0CAGDRrE1q1bAbh9+zZDhw5l1qxZbN26lbCwMDZu3Khc/9Zbb/HZZ59RqlSpYtml9nAMSdExGo2cPn1aaqdBpHbaRWqnXYTJSMbVKIRJaqc1nob3LikpieDgYKpVq4adnR0tW7bkyJEjZmkCAwPzdAw988wzD8173bp11KtXDxsbG+rVq8eGDRvypFm4cCEeHh7Y2trStGlT9u3bZ3Z+1qxZuLq64urqyhdffGF27tChQzRt2jRffe4fqi2EYMmSJbRo0QJHR0dKly5Ns2bNmDt3LqmpqQ+1pSi8+eabvPLKK1y9epWpU6fi7+9PVFTUYy1DTaKjoxk0aBCVK1fGxsYGDw8P+vTpw9GjR/n777+xsrJi+fLl+V775ptv0qhRowfmn6Nd7ufN0dERb29vQkNDH4sN69evp2vXrri4uKDT6YiIiCjUdXPnzsXLyws7OzuqVKnCqFGjSE9PV85Xr149347UESNGKGmK+0xrAbXrXaKd+fDwcF588UW6d+9O9erVeeWVV+jSpQtHjx596LUVKlTAzc1NOXJ/NWnfvj0vvfQSdevWpWbNmrz77rs0atSI/fv3A3Dp0iWcnZ3x9/fH19eXDh06cPbsWQBWrlyJtbU1vXv3fmgdMjIySExMNDvg/0U3Go35hg0Gg1k4ZyRCQeGsrCyzcE4jnhMWQuQJA2Zhk8lkFjYYDA8MG41Gs3BJtSmH/5JNZjrlakBywiXBppx6P/KzZzTksq94NhmNRqVeRbUpN0/T+5RbQ7VtMplM/8r7lJN/fjbl8CR0yk1Jbstz5r6LQoUNCPH/4YfZlIMQAkMum8Q/77wQpvzDJhPinzrmDpe09+m/2Ebktim345iTx/3xaoRNJlOB4aFDh7J9+3bCwsL4888/6dy5M88++yzXrl0zs+O5557j2rVrxMXFcf36daVjp6AyDx48iL+/PwEBAURERNC/f39ee+01/vjjDyXN6tWrCQ4OZsKECRw/fpzWrVvz/PPPc+XKFYQQnDp1io8//piVK1eycuVKxo8fz6lTp4Ds/1cGBQWxePFidDpdvvbl/rd///4EBwfTs2dPduzYQUREBBMnTuTnn39m27Ztj+1eJyUlcfPmTbp27Yq7uzuOjo7Y2dlRvnz5h16bu875aZajR+5wfs/bk3z2jhw5QtOmTYmKimLx4sWcOXOGDRs24OXlxfvvv4+rqyvdu3cnJCQkjx0pKSmsXr2aIUOGFMomgJCQEK5fv86JEyfw9/dn0KBBbNmy5ZHtSE5OpmXLlnz22Wd5npWCwsuXL+fDDz/ko48+4uzZsyxdupQ1a9bw4YcfKrYePnyY69evc+3aNa5fv862bdsAePXVVxFCcPLkSeWZXr58ufJM57QlQUFBLFq0CL1eX2LaiPx0yp1Hfu23WpRoZ75169bs2LFD+bJ38uRJ9u/fT7du3R56rY+PD+7u7nTq1Ildu3YVmE4IwY4dOzh//jxt27YFwNPTk9TUVE6cOMHdu3c5cuQIjRo14u7du3z88cfMnz+/UPWfPn06zs7OylGlShUAIiMjlX9zwn/++ScXLlwA4MSJE8TExABw+PBhrl69CmT/kYiLiwNg79693L59G4CdO3dy7949ALZt20ZSUhIAmzZtIj09HYPBwKZNmzAYDKSnp7Np0yYgu/HNeeHu3bvHzp07geyRCXv37gUgLi6OgwcPAnD16lUOHz4MQExMDCdOnADgwoUL/PnnnyXOpoSEBEWLO3fuPJJNUVFRNGjQgDNnzpQonQ788wEK4NAff5QYnYDH8uwd+uOQkt+xo8eKZdPJkyexs7NDr9cX2abcPE3vUw5q26TX67l37x43b958ZJsK0mnPnj2Kvfv3H8hj019//aWcv3z58mPXKTcltS2POnMacfMKAMmXzpD+d7YdSRdOknE7247Ec8fJuncrO3z2CIakRGyq1EZcOEZSwoNtyiE9PZ0927P/w2pKTyH+RHZvpSE5kXt/hgOQlRBP4tnsHtSse7dIPHc8O83dOEyXTxXaJrX/PpXkNmLHjh1Uq1YNvV7/UJtSUlKUNsNoNJKYmEiaMY2kzCRuJtwkzZhGYkYitxJvkWZMIyE9gdtJt0kzpnEv7R53ku+QZkwjPjWeuyl3lXB8ajxpxjTuptxVwneS73Av7R5pxjRuJ90mIT2BNGMatxJvkZiRiBCCpKQk5ZlKSkpSPmgkJiYqDtPff//NunXr+Oyzz2jcuDE1a9Zk0qRJVK1alUWLFmEymZTOF2traxwcHHBzc8PFxQUrK6vsZy8ri+TkZAAyMzNJSUkBYM6cOXTs2JFx48ZRvXp1goOD6dSpE3PmzFHu0+zZsxk4cCBDhw6lWrVqfP7551SpUoV58+aRmZlJZGQk9evXp02bNnTq1In69etz+vRpAD799FNat26Nr6+vmU2JiYmKs5GZmYkQgjVr1rBy5UpWrVrFhx9+iJeXF9WrV6dHjx5s2LCBDh06YDAYSEhIYMqUKVSpUgVbW1saN27Mb7/9ptgUFRWFhYUF69evp3379jg4OODt7c2ePXtIT09n9+7dykjVjh07YmFhwfbt2wkNDaVMmTJkZmYC2Y7ktGnTcHV1pVSpUgwePJj09HSzj1CJiYksW7aMunXrYm9vT926dVm4cKFiX0xMDHq9nvXr19OhQwel53r//v3Ke2gwGNi+fTvt2rXDwcGBsmXL0rVrV/7++29SUlIQQjBt2jRq1KiBnZ0d3t7erFy5Eshug3J0SktLU/Z9HzhwILVq1WLfvn20b9+eKlWq0LhxY95//31++OEHAPr06cOuXbu4fPmy2bP3/fffk56eTv/+/Vm/fj1t2rShTJkyuLi40KNHD6Kjo0lMTESn02FjYwNA6dKlKV++PBUqVGD8+PGULVtW+ZBU0LOXkZGhjLZIT09X1r3IbdMrr7zC2LFjefbZZ5Xrc97j3DrlOKpJSUkcPHiQVq1a8cILL1ClShW6dOlC7969lY7VxMREXFxccHV1xd7eHldXV3777Tc8PDxo164dJpOJ48eP06hRI9q1a0fz5s1p1KgRp0+fJikpiZkzZ9KqVSvq1q1bLJtydAJITU0lIyPjoTY9rI3I/T7lDueUf39bfv/Imn8dUYIxmUziww8/FDqdTlhaWgqdTiemTZv2wGvOnTsnlixZIo4dOyYOHjwo3nrrLaHT6cSePXvM0t27d084ODgIS0tLYWNjI5YuXWp2fv369aJBgwaiZs2aYtKkSUIIIQYNGiTmzp0r9uzZIxo3bizq168vfvjhhwLrkp6eLhISEpTj6tWrAhC3bt0SQghhMBiEwWDIE87KyjILG43GB4YzMzPNwiaTySxsMpnyhHPub07YaDSahbOysh4YNhgMZuH87FDbpoyMDLFmzRqxZs0akZGR8Ug2ZWRkiOPHj4uMjIwSpVNycoYY3veYGN73mEhOzlBdp+QMk6g6V4iqc4VIznj0Zy89IUWEl/9UhJf/VKQnpBTLpoyMDHHs2DHlusLalGpIFU2ONRFNjjURqYbUp+d9ykgSYhZCzEKYMpJUtclgMIijR48q5T6J9yk+PlnAZAGTxb17KXltSkwUAoQAYUhIeLw6JYv//96fXHLb8ntpmeKXi/Hi96tJYs/VBLHnr0Sx93ryA8L3xO6r8eK3fYfFz1E3RUJ6VoE2JSWZcm6vSEoyifiUdPFrTILYHpso9ly9l53ftQLCfyWKPVcTxN7ryWL7lQTxS/RdkZRpLFnvkwbbiLS0NKXNfJhNqamp4syZMyItLU2YTCaRnJmstJv/9pFqSFXql3P/8gvfu3dPAGL79u1KvMlkEs8884xo166dMJlMwmg0ioEDBwpnZ2dRvnx54enpKYYMGSJu3LihaJmTX+5wlSpVxOzZs83i58yZI6pWrSpMJpPIyMgQer1erFu3zizNO++8I9q2bStMJpM4e/asKFOmjLh8+bK4fPmyKF26tDhz5oy4cOGC8PT0FAkJCQXaZzKZRHJysjCZTKJnz57Cy8tLKSdH3/vDs2fPFqVKlRIrV64UkZGRYuzYscLKykqcP39eCCHEpUuXBCDq1Kkjfv31V3Hu3DnxyiuviGrVqonMzEyRkZEhzp07JwCxbt06cf36dZGeni5CQkKEs7OzUsfVq1cLa2tr8c0334jIyEgxfvx44eTkJLy9vZU0ixcvFu7u7mLdunUiOjpa/Pjjj6Js2bJi2bJlwmQy5alLZGSkUpeMjOz/Ax0/flzY2NiIt956S5w4cUKcOnVKfPXVV+LmzZvCZDKJ8ePHizp16ojNmzeLixcvimXLlgkbGxuxe/fufHU9fvy4AMSKFSseqH1WVpZwd3cXkyZNMtOmffv24rXXXhNCCLF27Vrx448/ivPnz4tjx46JF154QTRs2FBkZWUp2gFiw4YNynu2Zs0aAYixY8cqZS5btkwABdblYeGYmBgBiOPHjz80/cqVK4Wzs7MIDw8XJpNJXLx4UdSpU0fxx3I/e0ajUaSnp4ty5cqJ//3vf0oep0+fVp7pS5cuKc90VFSU8kwXx45HDRfURtxvk8lkytPW5W6/b968KQDl3fy3KdEbnq9Zs4bly5ezcuVK6tevT0REBMHBwVSsWJGBAwfme42XlxdeXl7Kbz8/P65evcqsWbOUnncAJycnIiIiSE5OZseOHbz33nvUqFGD9u3bA/DSSy/x0ksvKel3797NqVOnmD9/PrVq1WLVqlW4ubnRvHlz2rZtS4UKFfLUxcbGRvnKlpucIf+5h/7nDufer7Aw4ZwvxUUN63Q6JWxhYYGFhUWhwwXVvaTZlIOFhYWSf3FtyundzfldEnSyzH2P/wmrqVOuEcv/zJl6tGfPUp+r3H/CRbVJr9djb29fdJvumwL11LxPuRbfUdsmo9GIg4ODkueTeJ9ypymojTCrr2Xhn8PCaJObktyW6/5Jr8sVX3DYEkwmdNY26PRWSln51/3/7dfpdFhaWQEZ2e3HP++8TmcBeou84Vza6Cws0Okfbkd+4ZLQlpe0NiKnzSyMTTkLdul0OrP3RQ1yLx52//8BcnB2dsbPz4///e9/1KtXD1dXV1atWsWhQ4f+j70zj4/pev/4e2aySiLEkkREhMhC7KH2pVSKqpZaWzulWoqijdZSaq1aaiuqiSqq36LaUluJNdYm9iUIgqgisi+z3N8f6dxfJptMRMflvF+veTlz5txzz7mfe6485zz3OVSrVk3uU/v27enWrRteXl7ExMQwceJE2rRpw8mTJ03+tst+zrt37+Lm5maS7+rqyt27d1GpVNy/fx+9Xl9gmYCAAGbMmEG7du2ALC/P6tWr07ZtW+bMmcPOnTuZMmUK1tbWLFy4kBYtWsj9kyRJTkdHR8t/D+fUKXv6q6++4uOPP6ZXr15AVryqvXv3snDhQpYsWSKXHTt2LK+99hoAn3/+OTVq1ODq1av4+/vj6uoKZMWkcnd3z1OThQsXMnDgQAYPHgxkeRn8+eefpKeny2WmT5/OV199Jb/KWrVqVS5cuMDKlSsZMGBAgW25du0a/v7+fPnllwQFBbF06VK5DYGBgUDWau28efPYs2cPjRs3BqBKlSocOnSI5cuX07Jly1ztNnq7GFeOVTn+jzRiZWVF3759CQsLY/LkyahUKmJiYti3b5/sIt+tWzeTa7Nq1SrKly/PxYsXqVGjhqxdr1690Gg0sueCi4sLQ4YMkc9ZqlQp/Pz88m1LYdLZvxdUvlevXty/f58WLVogSRI6nY733nuPkJAQwHRsqVQqtmzZwqNHjxgwYICcV6NGDbPv6aL0ydx0fs+InH0y/ps9nf1Zbul95p9pY37cuHF88skn9OzZE4CaNWty48YNZs6cma8xnxeNGjXKFZRCrVbj4+MDQJ06dbhw4QIzZ86UjfnsZGRkMHz4cH744QeuXLmCTqeTB7yvry9Hjx6lU6dOhW6PpaMeCsxHo9Hg7+9v6WYIioDQTrkI7ZSLSq3GtkIV0nRin3ml8STjzk5tx8HaBx9f8Clgp7YrdNk1a9YwcOBAPDw80Gg01KtXj969e/PXX3/JZXr06CGnAwMDCQoKwsvLi61btxYYNymnwSRJUr5GVH5lhg0bxrBhw+TvYWFhODk50bhxY/z8/Dh+/Di3bt2iZ8+exMTEyJMLKpUKe3v7fM+bk8TERO7cuUPTpk1N8ps2bcqpU6dM8rIHcDMa7Pfu3Sv0vXLhwgWTPkHWgtvef1+F/eeff4iNjWXQoEGy4QpZbvPOzs6FbktUVFQuo9nI+fPnSU9P55VXXjHJz8zMpG7dunkeI/37nnRhoswPGjSI2bNns2fPHtq0acN3331HxYoVZbf2q1evMnHiRI4cOcL9+/dlt+6bN28SGBgoazd//nzatm1LbGwsY8aMYfTo0bLNArkXHHOydu1ahg4dKn//448/aN68+WPbnxfh4eFMnz6dpUuX8tJLL3HlyhU+/PBD3N3dmThxYq7yq1aton379lSoUMEkv6j3tBKwtF33TBvzqampuWZ5NRpNgVvT5UVkZGSumcKcSJIkv2eRk2nTptG+fXvq1atHZGSkyTt+Wq3W7CiGlg6UIDAfnU5HZGQkdevWtfgMnMA8hHbKRWinXCS9nrSr55A8xWSM0niScadSqbDX2D+llhUfVatWZd++faSkpJCYmIi7uzs9evTA29s732Pc3d3x8vKSV2rzws3Njbt375rk3bt3T165Llu2LBqNpsAyObl//z5Tp05l//79HD16FF9fX6pVq0a1atXQarVcvnyZmjVrAll/y6amplKiRAl8fX3leAqPozATENk9M4y/mfv3eEEY61q5ciUvvfSSyW85jaWC2mI0iAs6x9atW/Hw8DD5LT/j0dfXF8iajHjcNnrVqlWjefPmhIaG0rp1a1avXs2AAQNkW8b43vnKlSupUKECBoOBwMBAOc6B8f1wNzc3fHx88PHx4X//+x9169YlKCiI6tWrF3h+I6+//rrJNczZV3OYOHEiffr0kT0qatasSUpKCu+++y6ffvqpiZ1248YNdu/ezaZNmwqs05x7WglY2q57pgPgderUienTp7N161auX7/O5s2bmTdvnslsVEhICH379pW/L1iwgF9++YXo6GjOnTtHSEgIGzdu5IMPPpDLzJw5k127dnHt2jUuXrzIvHnz+P7773nnnXdyteHcuXNs2LCBqVOnAuDv749arWbVqlVs3bqVixcv0qBBA7P6JfaQVB4qlYrSpUsL7RSI0E65CO0UjEqFxtEZENopjRdp3Dk4OODu7k58fDw7duygc+fO+ZZ98OABsbGxBS4ONW7cmF27dpnk7dy5kyZNmgBZAfXq16+fq8yuXbvkMjkZNWoUo0ePpmLFiuj1+lw7cORcUDIavr179+by5cts2bIlV52SJJGQkEDJkiWpUKGCvJuTkcOHD8tu5cVFQEAAR/4N1Gsk+3dXV1c8PDy4du2abMgaPwVNsuSkVq1a/Pnnn3n+Ztwy8ObNm7nOYQxSnZM6depQvXp1vvrqqzwnL3IGzB00aBCbNm1i48aN3Lp1S3Y3f/DgARcuXOCzzz6jTZs2BAQEEB8fb3JsXiu8Pj4+dO3aVXZrLwxOTk4mfStoguNx5LewKuXYkQCyovCXL1+ejh07Flinuff0s46ln5XP9FLHokWLmDhxIsOHD+fevXtUqFCBoUOHMmnSJLlMXFwcN2/elL9nZmYyduxYbt++jb29PTVq1GDr1q0mEfBTUlIYPnw4t27dwt7eHn9/f3744QcTlyrIeti9++67zJ8/HwcHByBrxi8sLIz333+fjIwMFi9ebPaMl6XdMQTmo9FoTFycBMpBaKdchHbKRaVWY+NaCb1ws1ccL8K427FjB5Ik4efnx5UrVxg3bhx+fn6y4ZWcnMyUKVPo2rUr7u7uXL9+nQkTJlC2bFmTBaW+ffvi4eHBzJkzAfjwww9p0aIFs2fPpnPnzmzZsoXdu3ebGMtjxoyhT58+BAUF0bhxY1asWMHNmzdzuaBDlpEfHR3N999/D0DDhg25ePEif/zxh7zjR/Y4USqVCju7rNcNunfvzubNm+nVqxcTJ07klVdeoVy5cpw5c4b58+czYsQI3njjDcaNG8fkyZOpWrUqderUITQ0lKioKNauXVus1/zDDz+kX79+BAUF0axZM9auXcu5c+eoUqWKXGbKlCmMHDmSkiVL0r59ezIyMjhx4gTx8fGMGTOmUOcJCQmhZs2aDB8+nGHDhmFjY8PevXvp1q0bZcuWZezYsYwePRqDwUCzZs1ITEzk8OHDODo65vkKr0qlIjQ0lLZt29KiRQsmTJiAv78/ycnJ/Pbbb+zcudNkV5Ru3boxcuRIhg4dSps2bahcuTIApUuXpkyZMqxYsQJ3d3du3rwpb+9mPI9Ru5x89NFH1K5dmxMnThAUFMTmzZsJCQnh4sWLhbomRh4+fMjNmze5c+cOAJcuXQKQt/GG3Pd0p06dmDdvHnXr1pXd7CdOnMjrr79uYs8YDAZCQ0Pp169fgR495t7TSsDidp0Fgu69sCQkJEiA9ODBA0s35YVAq9XK0eyNUYCfpK5Dhw49cT3FTXqaTo5mn56ms3RzpJRMSY5mn5L55PXpkjPkaPa6f6P1m0tRtcsZzf6FITNZjmYvZSZbtCn/xbhLTs6Qo9kn53WPJSfL0eyl5GK+Hjmi2T+rJGXqpd9iEqTdsUnS/jvJhfrsi02QftuzX44wnx85L29RzrX/TrK0OzZJ+i0mocBzCQqHOeMuLS1NOn/+vJSWlvYftKz42LBhg1SlShXJxsZGcnNzk95//33p0aNH8u+pqalSu3btpHLlyknW1tZSpUqVpH79+kk3b940qadly5ZSv379TPL+97//SX5+fpK1tbXk7+8vR67PzpIlSyQvLy/JxsZGqlevXq4dl4xt8PX1lSIjI03yV65cKbm6ukqVKlWSfv/9d5PfsnaISDKJyr1s2TKpQYMGUokSJaSSJUtK9evXlxYuXCilpqbKZT7//HPJw8NDsra2lmrXri398ccfcp3GyOfZ2xEfHy8B0t69e/P8LkmSHM0+O9OnT5fKli0rOTo6Sv369ZPGjx8v1a5d26TM2rVrpTp16kg2NjZS6dKlpRYtWkibNm0qdFskSZLCw8OlJk2aSLa2tlKpUqWk4OBgKT4+Xr5GCxculDUqV66cFBwcnKcG2bl06ZLUt29fqUKFCpKNjY3k5eUl9erVS44In513331XAqR169aZ5O/atUsKCAiQbG1tpVq1aknh4eEm0euTkpLk7zl55ZVXpPbt28vXtigmnPG4nB/jrl2SlPue1mq10pQpU6SqVatKdnZ2kqenpzR8+HD5ehrZsWOHBMi7IORFUe7pZ4WCnnUPHjywaDR7lSTl8JEQPDUSExNxdnYmPj6eUqVKWbo5zz06nU5+b6dLly5P9M6twWAgNjYWT09Pi0frzU5Gup4xg7KC1MxbVRtbO8vODqZqIeDfALIXhkMJ64LLPw59SibHvecC0CBmLBoHG7PrKKp2afo0mp1qBsDB2gcV8R5osaBNga8ds9Ijk8HawWJN+S/GXUpKJo6OWSsQyckhOOS8x1JSwPHf65GcDA7FeD1SgH+rJhmw3KUukGStgfDbydhbqbHRFM6dUDIYSP3nDtqSrrT2LImjdd765by8ko355wLI1Euk6Qy08nDM91yCwmHOuEtPTycmJgZvb+98VxUF/x3Sv/vM29jYWNz1V2AeQrtnm4KedY8ePaJ06dLyqyv/Nc+0m/3zyrNkDAoKh1qtxsvLy9LNEBQBoZ1yEdopF5VajXVZD3TCzV5xiHGnXFQqlaKigAv+H6GdcrG0XSesSgtg6aiHAvPR6XTs379faKdAhHbKRWinXCS9ntSLx5EUFshIIMadkpEkiaSkpFyByQTPPkI75WLpZ6Uw5i2ApWdwBOajVqupWrWq0E6BCO2Ui9BOwahU2LhWArVwF1UaYtwpG7G6q1yEdsrE0s9K4WZvASwtusB81Gr1E+3TKbAcQjvlIrRTLiq1GqvSrmiFm73iEONOuahUKmxszI8tI7A8QjvlYmm7TliVFsDS7hgC89HpdOzZs0dop0CEdspFaKdcJL2O1HNHkPRCO6Uhxp1ykSSJxMRE4aqtQIR2ysXSz0phzFsAS8/gCMxHrVYTGBgotFMgQjvlIrRTMGo1NhWrgdBOcYhxp2zs7V+QnVeeQ4R2ysTSz0rhZm8BLC26wHzUajXly5e3dDMERUBop1yEdspFpVJj5VxGuNkrEDHulItKpcLa+gn3hBVYBKGdcrG0XSesSgug1Wot3QSBmWi1Wnbs2CG0UyBCO+UitFMukl5HyumDws1egYhxp1wMBgMJCQkYDGISTWkI7ZSLpZ+Vwpi3ABqNxtJNEJiJRqOhQYMGQjsFIrRTLkI7BaNWY1elpnCzVyBi3CkXlUqFg4MDKtV/v4vEL7/8go+PDxqNhlGjRhEWFkapUqUKPGbKlCnUqVPnP2mfpahcuTILFiyQv6tUKn755Zdc5YqiXX515UdhNBGYj6WfleJ/WQtgaXcMgfmo1WpcXFyEdgpEaKdchHbKRaVSo3F0RqUS2imNF2HcJSUlMWrUKLy8vLC3t6dJkyYcP37cpEz//v1RqVQmn0aNGj227o0bN1K9enVsbW2pXr06mzdvzlVm6dKleHt7Y2dnR/369Tlw4IDJ73PnzsXV1RVXV1fmz59v8tvRo0epX78+er0+V70qlQorKyvZIJQkiRUrVvDSSy/h6OhIqVKlCAoKYsGCBaSmpj62L+YwdOhQ3nrrLWJjY5k2bRo9evTg8uXLxXqO/5rr16/nugdyfqZMmVJgHcePH+fdd9997Lmya3f37l0+/PBDfHx8sLOzw9XVlWbNmvHNN9+Y6BYXF0f79u0L3Z/i0mTlypU0b96c0qVLU7p0adq2bcuxY8cKPCY9PZ3+/ftTs2ZNrKyseOONNwosf+jQIaysrHJN9uzatQtfX1+cnZ3p168fmZmZ8m8JCQn4+vpy8+bNonatSFj6Wfn8PqmfYSztjiEwH61Wy9atW4V2CkRop1yEdspF0utIjgwXbvYK5EUYd4MHD2bXrl2sWbOGM2fO0K5dO9q2bcvt27dNyr366qvExcXJn23bthVYb0REBD169KBPnz6cOnWKPn360L17d44ePSqX2bBhA6NGjeLTTz8lMjKS5s2b0759e9kAOXPmDJMmTWL9+vWsW7eOCRMmcPbsWSBLm2HDhvHNN9/kuRpoMBh49OiR7Krdp08fRo0aRefOndm7dy9RUVFMnDiRLVu2sHPnzie6htlJTk7m3r17BAcHU6FCBZycnLC3t1d87AVPT08T/T/66CNq1Khhkjd27NgC6yhXrhwlSpR47LmM2l25coW6deuyc+dOZsyYQWRkJLt372b06NH89ttv7N69Wz7Gzc3NrL3pi0uT8PBwevXqxd69e4mIiKBSpUq0a9cu1/jJjl6vx97enpEjR9K2bdsC609ISKBv3760adPGJN9gMPD2228zbNgwDh8+zLFjx1i5cqX8+8cff8ywYcOoVKnSk3XQTCz9rBTGvAWwshJxB5WGlZUVzZs3F9opEKGdchHaKRi1Bnv/IFALV22l8byPu7S0NDZu3MicOXNo0aIFPj4+TJkyBW9vb5YtW2ZS1tbWFjc3N/nj4uJSYN0LFizglVdeISQkBH9/f0JCQmjTpo2Jm/W8efMYNGgQgwcPJiAggAULFuDp6Smf+8KFC9SqVYuXX36ZNm3aUKtWLS5cuADAl19+SYsWLWjQoEGe51epVDg5OaFSqfjpp59Yu3Yt69evZ8KECTRo0IDKlSvTuXNn9uzZQ+vWrYEsA2nq1KlUrFgRW1tb6tSpw/bt2+U6javTmzZtonXr1pQoUYLatWsTEREBZBl2Tk5OALz88suoVCrCw8PzdOmeNWsWrq6uODk5MWjQINLT03P1ITQ0lICAAOzs7PD392fp0qWFbouRQ4cO0bJlS0qUKEHp0qUJDg4mPj4eyPJWmDNnDlWqVMHe3p7atWvz888/53k9NRqNif6Ojo5YWVnJ31NSUnj77bdxdXXF0dGRBg0amBjbkNvNPj+M2n3wwQdYWVlx4sQJunfvTkBAADVr1qRr165s3bqVTp06mRxjdLMvzLUpLjf7tWvXMnz4cOrUqYO/vz8rV67EYDDw559/5nuMg4MDy5YtY8iQIbi5uRVY/9ChQ+nduzeNGzc2yb9//z7//PMPw4cPp0aNGrz++uucP38eyNL8xIkTfPjhh0/cP3Ox9LNSGPMWwBLvMgmeDJVKRcmSJYV2CkRop1yEdspFpVKhsXcU2imQJxl3kiShT8m0yKew+3PrdDr0ej12dnYm+fb29hw8eNAkLzw8nPLly+Pr68uQIUO4d+9egXVHRETQrl07k7zg4GAOHz4MQGZmJidPnsxVpl27dnKZmjVrcvnyZW7evMmNGze4fPkygYGBXLlyhbCwML744ot8z69SqdBoNKhUKtauXYufnx+dO3fOs5yzszMACxcu5KuvvmLu3LmcPn2a4OBgXn/9daKjo02O+fTTTxk7dixRUVH4+vrSq1cvdDodTZo04dKlS0DWKwZxcXE0adIk1zl/+uknJk+ezPTp0zlx4gTu7u4mhjpkuW9/+umnTJ8+nQsXLjBjxgwmTpzI6tWrC9UWgKioKNq0aUONGjWIiIjg4MGDdOrUSX4t4bPPPiM0NJRly5Zx7tw5Ro8ezTvvvMO+ffvyva75kZycTIcOHdi9ezeRkZEEBwfTqVOnIrl5q1QqHj16xM6dO3n//fdxcHDIt1xBFHRtcmKcAAgPDze7vdlJTU1Fq9U+drKrMISGhnL16lUmT56c67dy5crh7u7Ozp07SUtL48CBA9SqVYvMzEzee++9fD1WnjaW/n/u+Zx2fcaxtDuGwHy0Wi3btm2jQ4cOYusQhSG0Uy5CO+Ui6XUknwxHHdjc0k0RmMmTjDtDqpbj3nOfUssKpkHMWDQONo8t5+TkROPGjZk2bRoBAQG4urqyfv16jh49SrVq1eRy7du3p1u3bnh5eRETE8PEiRN5+eWXOXnyZL6uzXfv3sXV1dUkz9XVlbt37wJZK4t6vb7AMgEBAcyYMYNXXnkFgJkzZxIQEEDbtm2ZM2cOO3bsYMqUKVhbW7Nw4UJatGgh12MwGEhMTKRkyZJER0fj5+f32Osxd+5cPv74Y3r27AnA7Nmz2bt3LwsWLGDJkiVyubFjx9KxY0cAPv/8c2rUqMGVK1fw9/eXXbddXFzyXXVdsGABAwcOZPDgwQB88cUX7N6922R1ftq0aXz11Vd06dIFAG9vb86fP8/y5cvp169fodoyZ84cgoKCTCYKatSoAUBKSgrz5s1jz5498qpvlSpVOHjwIMuXL6dly5aPvV7ZqV27NrVr15a/f/HFF2zevJlff/2VDz74wKy6DAYDkZGRSJKUS7eyZcvK1+n9999n9uzZ+dZT0LXJibW1NX5+foV6DaAgPvnkEzw8PB7rPv84oqOj+eSTTzhw4ECeq91Gj5PRo0fz4Ycf0qFDBwYOHMjMmTNp06YN9vb2NG3alPv37zNixAizNSgqlrbrhDFvASztjiEwHysrK9q1aye0UyBCO+UitFMwag0lajYlXSXc7JXGizDu1qxZw8CBA/Hw8ECj0VCvXj169+7NX3/9JZfp0aOHnA4MDCQoKAgvLy+2bt0qG5t5kXOVTpKkXHmPKzNs2DCGDRsmfw8LC5MnIfz8/Dh+/Di3bt2iZ8+exMTEyJML2b0q8jpvThITE7lz5w5NmzY1yW/atCmnTp0yyatVq5acdnd3B+DevXt5Gol5ceHCBZM+ATRu3Ji9e/cC8M8//xAbG8ugQYMYMmSIXEan08leBIVpS1RUFN26dcuzDefPnyc9PV2eKDGSmZlJ3bp1C9WP7KSkpPD555/z+++/c+fOHXQ6HWlpaUVemTeuxufU7dixY/L74hkZGQXWY45OHh4eXLx4Md+6bt68SfXq1eXvEyZMYMKECSZl5syZw/r16wkPD8/l7WIOer2e3r178/nnn+Pr65tvuWbNmpkEq7x8+TJr1qwhMjKSFi1aMGrUKF599VUCAwNp0aKFyfV4Wlj6Wfn8PqkFgmLG0oNVUHSEdspFaKdcVBorEFsmK5Kijjt1CWsaxBQcEOxpoS5ReC+CqlWrsm/fPlJSUkhMTMTd3Z0ePXrg7e2d7zHu7u54eXnlcj/Pjpubm7zCbuTevXvySnzZsmXRaDQFlsnJ/fv3mTp1Kvv37+fo0aP4+vpSrVo1qlWrhlar5fLly9SsWTPXcb6+vvK79o+jMBMQ2b00jL8V557oxrpWrlzJSy+9ZPJbTtfpgtpib2//2HNs3boVDw8Pk9/MCSRnZNy4cezYsYO5c+fi4+ODvb09b731lkmEdXPw8fFBpVLlMrCrVKkCFNw3I8WpU4UKFYiKipK/53Sjnzt3LjNmzGD37t1PbDQnJSVx4sQJIiMj5RV1g8GAJElYWVmxc+dOXn75ZZNjJEni3Xff5auvvpI9G9566y1KlChBy5Yt2bdv339izFsa8c68Bcjv3RXBs4tOp2Pbtm1COwUitFMuQjsFY9CTErUPDLm3zxI82zzJuFOpVGgcbCzyKcp7qw4ODri7uxMfH8+OHTvyfL/cyIMHD4iNjZVXO/OicePG7Nq1yyRv586d8jvkNjY21K9fP1eZXbt25fmeOcCoUaMYPXo0FStWRK/Xm7j0Gt//NyJJEomJiUiSRO/evbl8+TJbtmzJVackSSQkJFCyZEkqVKiQK1bA4cOHCQgIyLefRSEgIIAjR46Y5GX/7urqioeHB9euXcPHx8fkU9AkS05q1aqVbyA245aBN2/ezHUOT09Ps/t04MAB+vfvz5tvvknNmjVxc3Pj+vXrZtcDWZpYW1vTtm1bFi9eTEpKSpHqKU6srKxMrlF2Y/7LL79k2rRpbN++naCgoCc+V8mSJTlz5gxRUVHyZ9iwYfj5+REVFZVrggdg1apVlClThtdff10eB8bxodVq89y+8Wlg6b9RxJKHBRArTcrDysqKDh06CO0UiNBOuQjtFIxag0OdlqQZRAA8pfEijLsdO3bI7yZfuXKFcePG4efnx4ABA4CswGZTpkyha9euuLu7c/36dSZMmEDZsmV588035Xr69u2Lh4cHM2fOBODDDz+kRYsWzJ49m86dO7NlyxZ2795tYiyPGTOGPn36EBQUROPGjVmxYgU3b97M5YIOWUZ+dHQ033//PQANGzbk4sWL/PHHH8TGxqLRaEzer87uZt+9e3c2b95Mr169mDhxIq+88grlypXjzJkzzJ8/nxEjRvDGG28wbtw4Jk+eTNWqValTpw6hoaFERUWxdu3aYr3mH374If369SMoKIhmzZqxdu1azp07J686A0yZMoWRI0dSsmRJ2rdvT0ZGBidOnCA+Pp4xY8YU6jwhISHUrFmT4cOHM2zYMGxsbNi7dy/dunWjbNmyjB07ltGjR2MwGGjWrBmJiYkcPnwYR0dHk/fyC4OPjw+bNm2iU6dOqFQqJk6cWORVcKN2S5cupVmzZgQFBTFlyhRq1aqFWq3m+PHjXLx4kfr16xep/ry4ffs2bdq04fvvv6dhw4aFPm7OnDlMnDiRdevWUblyZdnTxNHREUdHRwAWL17M5s2bTSZWzp8/T2ZmJg8fPiQpKUle9a9Tpw5qtZrAwECT85QvXx47O7tc+ZDlzfLFF19w6NAhAEqXLi3vDtGuXTv+/PPPXK8EPC0s/ax8fp/UAkExo9PpLD5gBUVDaKdchHbKRdLrQCUCFyqR533cJSQkEBISwq1bt3BxcaFr165Mnz5ddlHWaDScOXOG77//nkePHuHu7k7r1q3ZsGGDvA0bZL1TrFb/v5NrkyZN+PHHH/nss8+YOHEiVatWZcOGDSarij169ODBgwdMnTqVuLg4AgMD2bZtG15eXiZtTEtL44MPPmDDhg3yOTw8PFi0aBEDBgzA1taW1atX5+t6rVKpWLduHStWrOC7777jiy++wMrKimrVqtG3b1+Cg4MBGDlyJImJiXz00Ufcu3eP6tWr8+uvv5oEAywOevTowdWrV/n4449JT0+na9euvPfee+zYsUMuM3jwYEqUKMGXX37J+PHjcXBwoGbNmowaNarQ5/H19WXnzp1MmDCBhg0bYm9vz0svvUSvXr2ArCB75cuXZ+bMmVy7do1SpUpRr169Ihl+8+fPZ+DAgTRp0oSyZcvy8ccfk5iYaHY92alatSqRkZHMmDFDvkdtbW2pXr06Y8eOZfjw4U9Uf3a0Wi2XLl0iNTXVrOOWLl1KZmYmb731lkn+5MmTmTJlCpD1esjVq1dNfu/QoQM3btyQvxvjFBR2J4rsfPjhh4wdO9bkdYmwsDD69evH119/zbhx48yaoFAyKqkoV1BQJBITE3F2dub+/fuUKVPG0s157tHpdGzatAmALl26PNEfJs9qVO2MdD1jBmUFqZm3qja2dpYNNpWqhYB/A8heGA5mvMKYJ/qUTDkycmEjFeekqNql6dNodqoZAAdrH8Re8/h31Z4LtCnwddbMOiOTwTrv7XH+k6b8B+MuJSUTR8esVbXk5BAcct5jKSnw70oDycmQz3ZBRTs58G/VJAOWu9QFkqw1EH47GXsrNTaawq20S3od8f9Gs29dqRSO1nm/1Zfz8ko25p8LIFMvkaYz0MrDMd9zCQqHOeMuPT2dmJgYvL29nyj4laB4yB7NPvskg+DZR2j3bFPQs+7BgweULVtWfnXlv+b5nXZ9hnmWjEFB4bC2ti7wXTrBs4vQTrkI7ZSLSmOFY/02pOlEBDylIcadclGr1ZQqVcrSzRAUAaGdcrG0XSemfiyAcIZQHtmDygiUhdBOuQjtlIskSejTkoV2CkSMO+UiSRJ6vV5op0CEdsrF0poJY94CWDrqocB8dDodBw4cENopEKGdchHaKRiDnrSLJ0Q0ewUixp1ykSSJpKQkixsXAvMR2ikXSz8rhZu9BbC0O4bAfKytrenYsaOlmyEoAkI75SK0Uy4qjRWOdVsJN3sFIsadchGu2spFaKdcLG3XiZV5C1DUbSsElsNgMPDw4UOhnQIR2ikXoZ1ykSQD+uQEJElopzTEuFMukiSh0+nE6q4CEdopF0s/K4UxbwH0euF2qDT0ej3Hjx8X2ikQoZ1yEdopGIOB9GtnQBiEikOMO+UiSRIpKSnCIFQgQjvlYulnpXCztwCWdscQmI+1tbW8J6tAWQjtlIvQTrmoNFY41Gom3OwViBh3ykWtVuPs7GzpZgiKgNBOuVjarhMr8xbA0u4YAvMxGAzcu3dPaKdAhHbKRWinXCTJgC7hgXCzVyBi3CkXSZLQarVidVeBCO2Ui6WflcKYtwCWFl1gPgaDgbNnzwrtFIjQTrkI7RSMwUDmrWjhZq9AxLhTNmlpaZZugqCICO2UiaWflcKYtwBWVuLtBqVhZWXFyy+/LLRTIEI75SK0Uy4qjRUlajRCpRHaKQ0x7pSLSqWiZMmSqFSq//zcv/zyCz4+Pmg0GkaNGkVYWNhjo7NPmTKFOnXq/Cfte9axpHaCJ8PSz0phzFsAS8/gCMzHYDBw+/ZtoZ0CEdopF6GdcpEMBnTxfws3ewXyIoy7pKQkRo0ahZeXF/b29jRp0oTjx4+blOnfvz8qlcrk06hRo8fWvXHjRqpXr46trS3Vq1dn8+bNucosXboUb29v7OzsqF+/PgcOHDD5fe7cubi6uuLq6sr8+fNNfjt69Cj169fPM+iWJElkZmbKrtqSJLFixQpeeuklHB0dKVWqFEFBQSxYsIDU1NTH9sUchg4dyltvvUVsbCzTpk2jR48eXL58uVjPYSlatWqV615QqVQMGzaMv//+G2tra3744Yc8jx06dCi1atV67DkkSTKp29HRkdq1axMWFvbE7ddqtXz88cfUrFkTBwcHKlSoQN++fblz506Bx23atImgoCBKlSqFg4MDderUYc2aNSZlli1bRq1atShZsiQlS5akcePG/PHHHyZlino/KwVLPyuFMW8BLC26wHwMBgNXr14V2ikQoZ1yEdopGEki8++bYBDvfyqNF2HcDR48mF27drFmzRrOnDlDu3btaNu2Lbdv3zYp9+qrrxIXFyd/tm3bVmC9ERER9OjRgz59+nDq1Cn69OlD9+7dOXr0qFxmw4YNjBo1ik8//ZTIyEiaN29O+/btuXnzJgBnzpxh0qRJrF+/nnXr1jFhwgTOnj0LZBllw4YN45tvvkGj0eTZhoyMDDndp08fRo0aRefOndm7dy9RUVFMnDiRLVu2sHPnziJdu7xITk7m3r17BAcHU6FCBZycnLC3t6d8+fLFdg5LM2TIEJN7IS4ujjlz5uDq6krHjh0JDQ3NdUxaWho//vgjgwYNKvR5vvvuO+Li4jh16hQ9evRgwIAB7Nix44nanpqayl9//cXEiRP566+/2LRpE5cvX+b1118v8DgXFxc+/fRTIiIiOH36NAMGDMjVnooVKzJr1ixOnDjBiRMnePnll+ncuTPnzp0Dnvx+VgKWflYKY94CWNodQ2A+VlZWtGjRQminQIR2ykVop1xUGg0l/Bug+g//QNNLEilaA8lmfNL1z6/BWlSe93GXlpbGxo0bmTNnDi1atMDHx4cpU6bg7e3NsmXLTMra2tri5uYmf1xcXAqse8GCBbzyyiuEhITg7+9PSEgIbdq0YcGCBXKZefPmMWjQIAYPHkxAQAALFizA09NTPveFCxeoVasWL7/8Mm3atKFWrVpcuHABgC+//JIWLVrQoEGDPM+vUqlwcnJCpVLx008/sXbtWtavX8+ECRNo0KABlStXpnPnzuzZs4fWrVsDWYbI1KlTqVixIra2ttSpU4ft27fLdV6/fh2VSsWmTZto3bo1JUqUoHbt2kRERAAQHh6Ok5MTAC+//DIqlYrw8PA83exnzZqFq6srTk5ODBo0iPT09Fx9CA0NJSAgADs7O/z9/Vm6dGmh22Lk0KFDtGzZkhIlSlC6dGmCg4OJj48HslbA58yZQ5UqVbC3t6d27dr8/PPPBeoKUKJECZN7wc3NjZIlSwIwaNAg9u7dy/Xr102O+fnnn0lPT+edd95h+/btNGvWjFKlSlGmTBlee+01rl69aqIdQOnSpXFzc6Nq1apMmDABFxeXJ554cXZ2ZteuXXTv3h0/Pz8aNWrEokWLOHnypDyJlBetWrXizTffJCAggKpVq/Lhhx9Sq1YtDh48KJfp1KkTHTp0wNfXF19fX6ZPn46joyNHjhwBnux+VgqWflYKY94CWHoGR2A+BoOBGzduCO0UiNBOuQjtlItkMKC9fxvpP9JOZ5C4l6bn8N1Uwm8nF/pzKC5VGPQ5eJJxJ0mQqrXMp7BBwHU6HXq9Hjs7O5N8e3t7EyMFsgzV8uXL4+vry5AhQ7h3716BdUdERNCuXTuTvODgYA4fPgxAZmYmJ0+ezFWmXbt2cpmaNWty+fJlbt68yY0bN7h8+TKBgYFcuXKFsLAwvvjii3zPL0kSGRkZSJLE2rVr8fPzo3PnzrnKqVQqeRu0hQsX8tVXXzF37lxOnz5NcHAwr7/+OtHR0SbHfPrpp4wdO5aoqCh8fX3p1asXOp2OJk2acOnSJSDrFYO4uDiaNGmS65w//fQTkydPZvr06Zw4cQJ3d3cTQx1g5cqVfPrpp0yfPp0LFy4wY8YMJk6cyOrVqwvVFoCoqCjatGlDjRo1iIiI4ODBg3Tq1El24/7ss88IDQ1l2bJlnDt3jtGjR/POO++wb9++fK/r4+jQoQNubm65XOK/++473njjDcqUKUNKSgpjxozh+PHj/Pnnn6jVat588015nGV/NQKy9i7/6aefePjwocnWZ2FhYcXyXn1CQgIqleqxcQ2MSJLEn3/+yaVLl2jRokWeZfR6PT/++CMpKSk0btwYeLL7WSlY+m+U53Pa9RnH0qILzMf4DqGHhwdqtZgDUxJCO+UitFMwkoQu/h44/TdutgYpy6C3UoO9VeHuFa1BIk1nQGcAlOvhWew8ybhL00HA0seXexpcGA4lCrHds5OTE40bN2batGkEBATg6urK+vXrOXr0KNWqVZPLtW/fnm7duuHl5UVMTAwTJ07k5Zdf5uTJk9ja2uZZ9927d3F1dTXJc3V15e7duwDcv38fvV5fYJmAgABmzJjBK6+8AsDMmTMJCAigbdu2zJkzhx07djBlyhSsra1ZuHBhLsNKq9ViY2NDdHQ0fn5+j70ec+fO5eOPP6Znz54AzJ49m71797JgwQKWLFkilxs7diwdO3YE4PPPP6dGjRpcuXIFf39/2Z3excUFNze3PM+zYMECBg4cyODBgwH44osv2L17t8nq/LRp0/jqq6/o0qULAN7e3pw/f57ly5fTr1+/QrVlzpw5BAUFmUwU1KhRA4CUlBTmzZvHnj17ZGOzSpUqHDx4kOXLl9OyZct8r9PSpUv59ttvTfKWLFlCv3790Gg09O3bl7CwMCZPnoxKpSImJoZ9+/bJXg5du3Y1OXbVqlWUL1+e8+fPExgYKOf37t0bjUZDeno6er0eFxcX+ZpB1ip7YXQtiPT0dD755BN69+4texfkR0JCAh4eHmRkZKDRaFi6dKl8bxo5c+YMjRs3Jj09HUdHRzZv3kz16tWBJ7+flYCl7TphzFsAS7tjCMzHysoqz5lmwbOP0E65CO2Ui0qjwb5aXdJ0/+0fOVYqFTaawq9a6cQ7/bl4EcbdmjVrGDhwIB4eHmg0GurVq0fv3r3566+/5DI9evSQ04GBgQQFBeHl5cXWrVtlYzMvcq6aGgObmVNm2LBhDBs2TP4eFhYmT0L4+flx/Phxbt26Rc+ePYmJiZEnF4yB0/I7b04SExO5c+cOTZs2Nclv2rQpp06dMsnLHsTN3d0dgHv37uHv71/gOYxcuHDBpE8AjRs3Zu/evQD8888/xMbGMmjQIIYMGSKX0el0shdBYdoSFRVFt27d8mzD+fPnSU9Pz2WMZmZmUrdu3QLb//bbb/Ppp5+a5GWPCTBo0CBmz57Nnj17aNOmDd999x0VK1akbdu2AFy9epWJEydy5MgR7t+/LxuAN2/eJDAwUNZq/vz5tG3bltjYWMaMGcPo0aPx8fGRz/Pmm2/y5ptv5tvOtWvXMnToUPn7H3/8QfPmzeXvWq2Wnj17YjAYcnlG5IWTkxNRUVEkJyfz559/MmbMGKpUqUKrVq3kMn5+fkRFRfHo0SM2btxIv3792Ldvn2zQF/V+VgqWtuuEVWkBlByx8UVFr9cTExODt7e3ooN0vIgI7ZSL0E65SAYDmX/HIpWuYOmmCMzkScadvVXWCrklsDfjL9qqVauyb98+UlJSSExMxN3dnR49euDt7Z3vMe7u7nh5eeVyP8+Om5ubvMJu5N69e/JKfNmyZdFoNAWWycn9+/eZOnUq+/fv5+jRo/j6+lKtWjWqVauGVqvl8uXL1KxZE/h/N3tbW1t8fX3ld5MfR2EmILK7eht/K84VSWNdK1eu5KWXXjL5Led9WFBb7O3tH3uOrVu34uHhYfLb4wxIZ2dnE6M6J9WqVaN58+aEhobSunVrVq9ezYABA2Tvlk6dOuHp6cnKlSupUKECBoOBwMBAMjMzgf93r3d1dcXHxwcfHx/+97//UbduXYKCgmTD+HG8/vrrJtcvez+1Wi3du3cnJiaGPXv2PHZVHkCtVsv9rlOnDhcuXGDmzJkmxryNjY1cJigoiOPHj7Nw4UKWL1+eqz5z7melYGm7TvgtWgCpsC92CZ4ZJEkiPj5eaKdAhHbKRWinYCQJfXICILRTGk8y7lSqLFd3S3yK8hqxg4MD7u7uxMfHs2PHjjzfLzfy4MEDYmNj5ZXgvGjcuDG7du0yydu5c6fs6WBjY0P9+vVzldm1a1e+3hCjRo1i9OjRVKxYEb1ej1arlX8zvv+fHeP33r17c/nyZbZs2ZKrTkmSSEhIoGTJklSoUCFXrIDDhw8TEBCQbz+LQkBAgBwUzUj2766urnh4eHDt2jXZmDV+CppkyUmtWrX4888/8/zNuGXgzZs3c53D09OzaB3LxqBBg9i0aRMbN27k1q1bDBgwAMi6dy5cuMBnn31GmzZtCAgIkAPyFYSPjw9du3YlJCSk0G1wcnIy6ZdxcsNoyEdHR7N7927KlClTpD4aJ4yKWsbc+1kJWPpvFLEybwEs7Y4hMB8rKyvFR9t8URHaKRehnXJRaTTYV635n7vZC56cF2Hc7dixA0mS8PPz48qVK4wbNw4/Pz/Z+EpOTmbKlCl07doVd3d3rl+/zoQJEyhbtqyJi3Pfvn3x8PBg5syZAHz44Ye0aNGC2bNn07lzZ7Zs2cLu3btNjOUxY8bQp08fgoKCaNy4MStWrODmzZu5XNAhy8iPjo7m+++/B6Bhw4ZcvHiRP/74g9jYWDQajcn70yqVCgcHBwC6d+/O5s2b6dWrFxMnTuSVV16hXLlynDlzhvnz5zNixAjeeOMNxo0bx+TJk6latSp16tQhNDSUqKgo1q5dW6zX/MMPP6Rfv34EBQXRrFkz1q5dy7lz56hSpYpcZsqUKYwcOZKSJUvSvn17MjIyOHHiBPHx8YwZM6ZQ5wkJCaFmzZoMHz6cYcOGYWNjw969e+nWrRtly5Zl7NixjB49GoPBQLNmzUhMTOTw4cM4OjqavJefk9TU1FweFba2tpQuXVr+3q1bN0aOHMnQoUNp06YNlStXBrIi1JcpU4YVK1bg7u7OzZs3+eSTT0zqMnoY5PSI+Oijj6hduzYnTpwgKCiIzZs3ExISwsWLFwt1PSDLSH7rrbf466+/+P3339Hr9XJfXFxcsLGxAXLfzzNnziQoKIiqVauSmZnJtm3b+P777012fZgwYQLt27fH09OTpKQkfvzxR8LDw012RDBi7v2sFCxt1wmr0gIocdbpRUev1xMdHU21atWEu6/CENopF6GdcpEMBjLuxCCVrWTppgjM5EUYdwkJCYSEhHDr1i1cXFzo2rUr06dPl923NRoNZ86c4fvvv+fRo0e4u7vTunVrNmzYIG/DBlnvO2cPEtikSRN+/PFHPvvsMyZOnEjVqlXZsGGDidtzjx49ePDgAVOnTiUuLo7AwEC2bduGl5eXSRvT0tL44IMP2LBhg3wODw8PFi1axIABA7C1tWX16tUmbuWSJJGeno6dnR0qlYp169axYsUKvvvuO7744gusrKyoVq0affv2JTg4GICRI0eSmJjIRx99xL1796hevTq//vqrSTDA4qBHjx5cvXqVjz/+mPT0dLp27cp7771nsmf54MGDKVGiBF9++SXjx4/HwcGBmjVrMmrUqEKfx9fXl507dzJhwgQaNmyIvb09L730Er169QKyguyVL1+emTNncu3aNUqVKkW9evWYMGFCgfWuXLmSlStXmuQFBwebGK0lSpSgZ8+erFixgoEDB8r5arWaH3/8kZEjRxIYGIifnx9ff/21iat6zmj2RmrWrEnbtm2ZNGkS27ZtIyEhQd49oLDcunWLX3/9Fchylc/O3r175XbkvJ9TUlIYPnw4t27dwt7eHn9/f3744QeTeBJ///03ffr0IS4uDmdnZ2rVqsX27dtzxSUoyv2sFCxt16kkS/sGvEAkJibi7OzMw4cPTWbyBE8HnU7Hpk2bAOjSpcsTzZzp9XpOnz5NrVq1nqk/bjLS9YwZlBWkZt6q2tjaWbZtqdr/j2Rc2MjCBaFPyeS491wAGsSMReNgY34dRdQuTZ9Gs1PNADhY+yD2GuX9B1MktCnwdVYAJUYmg7WDxZryX4y7lJRMHB2zViGSk0NwyHmPpaTAvwGlSE4Gh2K8HinAv1WTDFjuUhdIstZA+O1k7K3UhQ4uJxn0JMVcwlDBh9aezjha5/1WX87LK9mYfy6A5EwD15Myqexkg6NN4d4gzNRnRbNv5eGYb/teRMwZd+np6fL79Tm3ehP890iSRFpaGvb29sWyfZngv0No92xT0LMuPj4eFxcX+dWV/xqxMm8BniVjUFA4NBrNYyOdCp5NhHbKRWinXFRqDXaVA4SbvQIR4065qFQqSpQoYelmCIqA0E65WNquE1PRFsDS7hgC89Hr9Zw9e1Zop0CEdspFaKdcJIOejNjLSAahndIQ4065GFd3hdOt8hDaKRdLPyuFMS8QCAQCgUAgEAgEAoHCEG72FsDS7hgC89FoNAQGBlq6GYIiILRTLkI75aJSa7D19BVu9gpEjDvlolKpFBlATCC0UzKWtuvEyrwFsLQ7hsB89Ho9kZGRQjsFIrRTLkI75SIZ9KRfvyDc7BWIGHfKRZIkUlNThau2AhHaKRdLPyuFMS8QFBIxY6pchHbKRWinVFSobGwBEZVZiYhxp1xEJHTlIrQTFAXhZm8BLO2OITAfjUaDv7+/pZshKAJCO+UitFMuKrUa2wpVhJu9AhHjTrkIV23lIrRTLpa26575lfnKlSujUqlyfd5///08yx88eJCmTZtSpkwZ7O3t8ff3Z/78+SZlzp07R9euXeW6FyxYkKuetWvX4unpiYuLC+PGjTP57fr16/j6+pKYmFikPul0uiIdJ7AcOp2O48ePC+0UiNBOuQjtlIuk15N29Yxws1cgYtwpF0mSSElJEa7aCkRop1ws/ax85lfmjx8/bvIuwtmzZ3nllVfo1q1bnuUdHBz44IMPqFWrFg4ODhw8eJChQ4fi4ODAu+++C0BqaipVqlShW7dujB49Olcd9+/fZ/DgwYSFhVGlShU6duxIq1at6NixIwDvvfces2bNomTJkkXqk3CjUR4qlYrSpUsL7RSI0E65CO0UjEqFxtEZnXCzVxxi3CkbS68SCoqO0E6ZWPpZ+cwb8+XKlTP5PmvWLKpWrUrLli3zLF+3bl3q1q0rf69cuTKbNm3iwIEDsjHfoEEDGjRoAMAnn3ySq45r167h7OxMjx49AGjdujXnz5+nY8eOrFu3DhsbG7p06VLkPonBqjw0Gg0+Pj6WboagCAjtlIvQTrmo1GpsXCuhF272ikOMO+WiUqmws7OzdDMERUBop1wsbdc982722cnMzOSHH35g4MCBhZ4FiYyM5PDhw/ka/3lRrVo1UlNTiYyM5OHDhxw/fpxatWrx8OFDJk2axOLFiwtVT0ZGBomJiSYfYz5kRT80eh1kT+t0OpO0wWAoMK3Vak3SRhcdY1qSpFxpwCRtMBhM0kaXkfzSer3eJJ1XP56FPhl50j5lZGRw+PBhMjIyLN4nE52yea0Y08+CTsZ2P/G9p/9/1yVj2tw+ZWRkcOjQIXQ6ndl9ys6LNJ6ya2jJPul0Og4dOkRmZuYT9+lxOhnrz6tPRp6GTtl5lp/l0r/tkgqV1mHQaUmLjsSQmfHYPhmRJAldtj5J/455STLknTYYkP5to2QwoDLo88yX5Hx9jrTh3/49A8/yZ+gZkZaWJj8zC9MnY/8lSZLryJlvibTBYCgwbWxv9nRe/VBSnwwGA0lJSSbfi6NPBw8epGbNmlhbW/PGG28QHh6OSqUiPj4+32PDwsIoVaqU0KmQfZIkieTk5Mf26c8//8Tf39/k+KfRj99//526devKzxGhk2kd2Z/f6enpWBJFGfO//PILjx49on///o8tW7FiRWxtbQkKCuL9999n8ODBhT5P6dKlWb16NX379qVhw4b07duX4OBgxo4dy4gRI4iJiaFu3boEBgby888/51vPzJkzcXZ2lj+enp4AXLx4EYALFy5w4cIFAE6fPk10dDSQNQERExMDwLFjx4iNjQXg8OHDxMXFAbB//37u378PwJ49e3j06BEAO3fuJCkpCYBt27aRnp6OTqdj27Zt6HQ60tPT2bZtGwBJSUns3LkTgEePHrFnzx4g6zWD/fv3AxAXF8fhw4cBiI2N5dixYwDExMQQGRkJQHR0NKdPn37m+pSQkCBr8eDBgyfq0+XLl/Hw8OD8+fPPlE6HDh6U+3j0yJFnRiegWO69o0eOyvWdPHGySH06deoUNjY2qNVqs/uUnRdpPBmxdJ/UajWpqancu3fvifuUn0779u2T+3vw4KFcfbp165b8+/Xr14tdp+w8q8/yy+fOIt27AUDytXOk/53Vj6ToU2Tcz+pH4sW/0D76Jyt9/ji6pEdYlS6PFH2CpISC+2QkPT2dfbu2A2BITyE+8gAAuuREHp2OAECbEE/i+eNZ6Uf/kHjxr6zy8XcpfTervel/x5J87RwAaXdiSL1xCYDU2Kukxl7NSt+4RObd6wCcPxVl8Wf5s/SM2LNnD2XKlEGtVj+2TykpKfIzQ6/Xy9dCp9PJaa1WS3JyMpC1KJOSkgJkTbSmpqbK2qelpclpY51paWlyOjU1VV4MSUlJkSf5kpOT5T+sk5KS5HsqKSlJNkQSExNlI8K4uDJq1Ci8vLwoUaIETZs2JTw8HMj64zwxMZH+/fujVqvRaDSoVCrUajUNGzZ8bJ/WrVtH9erVsbOzo3r16mzevNmkT6GhoXJMptGjR5v06fLly/j6+nLnzp1C9ennn3+mVatWlCpVCicnJ+rUqcPMmTN5+PAhkiTJi0jGPhVVp9GjR1OnTh3Onz/P0qVLadKkCdeuXcPW1rZAnYx1FVUnowGVM10cfTLee3379kWtVqNSqbC2tqZSpUq899573Llzx6RPlStXZsGCBSb3XocOHWjTpk2efTp48CAqlYoDBw48tk/vvPMOarUaJycnbGxsqFSpEsOGDZPHbfY+jR8/njFjxqBWq+U+7du3j/r162Nvb0+VKlVYtGhRgePpwYMHtGvXjgoVKmBra4unpyfDhw8nMTFR1um1117DYDCwZs2aJ9bp7NmzDBo0iCpVquDg4EDVqlWZOHEiDx48eKxOf/31F6+//jqlSpWiZMmSNGrUiOjoaLlPLVu2lPVTq9Wo1Wp69uwp65SRkUGvXr1wdnbGz8+P33//3USn2bNnM2LEiEL1yXhNcz7LD2b7W9wiSAqiXbt20muvvVaosteuXZNOnz4trVixQnJxcZHWrVuXZzkvLy9p/vz5j61v7969UlBQkJSSkiK5u7tL4eHh0sWLF6WSJUtKf//9d57HpKenSwkJCfInNjZWAqSHDx9KkiRJOp1O0ul0udJardYkrdfrC0xnZmaapA0Gg0naYDDkSkuSZJLW6/Umaa1WW2Bap9OZpPPqh6X7lJGRIW3YsEHasGGDlJGR8Vz0KadOyckZ0vDeJ6XhvU9KyckZFu9TcoZBqrRAkiotkKTkjCe/99ITUqSIctOliHLTpfSElP+0T6m6VKneyXpSvZP1pFRd6osznjKSJGkukjQXyZCR9Hz0qQCd4uOTJZgiwRTp0aOU3H1KTJQkkCSQdAkJxdunZOn/5/uTn91n+aO0TOnXq/HS7tgkaV9sgrTvVqK0/05yAelH0r7bidLu2CTp1ysPpIR0bb59SkoyGC+vlJRkkOJT0qXfYhKkXTcTpX2xj7Lqu51P+laitC82Qdp/J1naeu2RtOzU39K264km+ftuJUr7bhnTCSbpXTcSpN9iEqRHaRkWf5YrdTylpqZK586dk9LS0iSDwSDXYSxnybRer8833b17d6l69erS3r17pcuXL0uTJk2SSpYsKd26dUvuR79+/aRXX31Vun37thQXFyfduXNHun//foHnPHTokKTRaKQZM2ZI58+fl6ZPny5ZWVlJERERksFgkP755x/Jzs5OWr9+vXTs2DGpXLly0m+//SbX8+qrr0obN24sVJ9CQkIkjUYjjR07Vjpw4IB07do1aceOHdKbb74pzZ8/P5ce+aULc03LlCkjfffdd2ZpEBoaKjk7Oz+RTsZyOdPF0Sdj2qhzXFycdPPmTWn79u2Sh4eH1LNnT5PyRnsh+7GbNm2SVCqVdP369Vx9GjRokFSnTp1C9alv377Sq6++Kt25c0e6ceOGtGPHDsnDw0Pq0aOHSXsPHToklSxZUkpNTZXzr169KpUoUUIaOXKkdO7cOWnlypWStbW19L///S/ffj98+FBasmSJdOzYMen69evSrl27JD8/P6lXr14m5RcuXCg1bNjwiXXaunWr1L9/f2n79u1SdHS0tGXLFql8+fLSmDFjCtQmOjpacnFxkcaNGyedPHlSunLlivT7779Ld+/elcu0bNlSGjx4sDxG79y5Iz169Eiu5+uvv5YCAgKkM2fOSF9++aVUvnx5uW1XrlyRqlWrJiUkJDy2Tzmfddmf3/fv35cAKSEhQbIEijHmr1+/LqnVaumXX34x+9hp06ZJvr6+ef5WGGM+PT1dCggIkE6ePCmdOnVKKleunPxbUFCQ9OuvvxaqHQkJCRIgPXjwoNBtFxQdrVYrG/PGP4KepK59+/Y9cT3FTXqaTjbm09N0lm6OlJIpycZ8SuaT16dLzpCNed2/kxXmUlTtchrzLwyZybIxL2UmW7Qp/8W4S07OkI355LzuseRk2ZiXkov5euQw5p9VkjL10m8xCdLu2CRp/53kQn32xSZIv+7aI/165aGUlKnPt+6cl7co59p/J1nadj1RWnrmvrTtemKhj9kdmyT9FpNQYPteRMwZd2lpadL58+eltLQ0SZKy/hBPT9NZ5GP8Q/xxpKamShqNRvr9999N8mvXri19+umn8vd+/fpJnTt3LvyFkySpe/fu0quvvmqSFxwcLPXs2VOSJEk6evSo5OrqalJ+zpw5kiRJ0tq1a6XXX3+9UOc5evSoBEgLFiwwyTcYDFJiYqK8aCRJkrR06VKpSpUqkrW1teTr6yt9//33JscA0sqVK6U33nhDsre3l3x8fKQtW7ZIkiRJMTExEmDyCQ0Nlfbu3SsBUnx8vFxPaGio5OnpKdnb20tvvPGGNHfuXMnZ2dnkXL/++qtUr149ydbWVvL29pamTJlicp8V1BYjZ8+elTp06CA5OTlJjo6OUrNmzaQrV67Iv3/33XeSv7+/ZGtrK/n5+UlLliwp8FrmpfOYMWMkFxcXk7y87AWtViu5urpKU6ZMMclPSUmRnJycpEWLFkn379+XevbsKXl4eEj29vZSYGBgrgVGYxsSExPl+zivNowYMUJ66623TPLGjx8v+fv7m+QNHTpUatSoUYH9zsnChQulihUrmuRdv35dAqSrV6+aVVdhmDNnjuTt7V1gmR49ekjvvPNOgWVatmwpffjhh/n+/t5770kff/yxJElZYx+Q7t27J0lS1tjctGlTodqb81mXnQcPHljUmH/mA+AZCQ0NpXz58nJEeXOQJMnE5cdcpk2bRvv27alXrx6RkZEmboFardYk2n5hUKsV9XaDgCzNqlatKrRTIEI75SK0UzAqFTaulchUi4joSuNJxl1mhoExg049hVY9nnmramNr9/hAVMZ4AjmDjdnb2+dylw0PD6d8+fKUKlWKli1bMn36dMqXL59v3REREbl2SQoODpa3QM4ek8nLy4vjx48zcOBAOSbT3r17C9XXtWvX4ujoyPDhw3P9Zmtri6OjIwCbN2/mww8/ZMGCBbRt25bff/+dAQMGULFiRVq3bi0f8/nnnzNnzhy+/PJLFi1axNtvv82NGzfw9PQkLi4OPz8/pk6dSo8ePXB2dubo0aMm5zx69CgDBw5kxowZdOnShe3btzN58mSTMjt27OCdd97h66+/pnnz5ly9elUOTJ29bH5tcXFx4fbt27Ro0YJWrVqxZ88eSpYsKcd3AFi5ciWTJ09m8eLF1K1bl8jISIYMGYKDgwP9+vUr1LW9du0a27dvx9ra+rFlrays6Nu3L2FhYUyaNEmO5/W///2PzMxM3n77bVJTU6lfvz4ff/wxJUuWZOvWrfTp04cqVarw0ksv5dKuoDbs37+fXr16meRFRETQrl07k7zg4GBWrVqFVqstVD/u3LnDpk2bcsUX8/Lyonz58hw4cIAqVaoA0L9/f65fvy6/llJUEhIScHFxyfd3g8HA1q1bGT9+PMHBwURGRuLt7U1ISAhvvPGGSdm1a9fyww8/4OrqSvv27Zk8eTJOTk4A1K5dmzVr1pCWlsaOHTtwd3enbNmy/PDDD9jZ2fHmm28+UT/A8nadIox5g8FAaGgo/fr1w8rKtMkhISHcvn2b77//HoAlS5ZQqVIl/P39gax95+fOncuIESPkYzIzMzl//rycvn37NlFRUTg6OuaK4Hru3Dk2bNhAVFQUAP7+/qjValatWoWbmxsXL16UI+MXFkuLLjAftVqNh4eHpZshKAJCO+UitFMuKrUaq9KuaEU0e8XxvI87JycnGjduzLRp0wgICMDV1ZX169dz9OhRqlWrJpdr37493bp1w8vLi5iYGCZOnMjLL7/MyZMnZaMrJ3fv3sXV1dUkz9XVlbt37wKmMZnS0tLkmEwDBw6UYzK9/vrraLVapkyZwltvvZXneaKjo6lSpUouQ02lUmFjYyN/nzt3Lv3795eN/jFjxnDkyBHmzp1rYsz3799fNhJnzJjBokWLOHbsGK+++ipubm6oVCqcnZ1xc3PLsz0LFy4kODhY3iHK19eXw4cPs337drnM9OnT+eSTT2SjukqVKkybNo3x48ebGPMFtWXJkiU4Ozvz448/yn339fWVj502bRpfffWVvOOUt7c358+fZ/ny5QUa87///juOjo7o9Xr5Xex58+blWz47AwcO5MsvvyQ8PFy+pt999x1dunShdOnSlC5dmrFjx8rlR4wYwfbt2/nf//5nYsz//vvvuLi4FNiG69evU6FCBZO8/O45nU7H/fv3cXd3z7ftvXr1YsuWLaSlpdGpUye+/fbbXGU8PDy4fv26/N3d3T3PAK7mcPXqVRYtWsRXX32Vb5l79+6RnJzMrFmz+OKLL5g9ezbbt2+nS5cu7N27V554ePvtt/H29sbNzY2zZ88SEhLCqVOn2LVrF5Clz+nTp6levTply5blp59+Ij4+nsmTJ7N3714+++wzfvzxR6pWrcp3331XpGefpe06RRjzu3fv5ubNmwwcODDXb3Fxcdy8eVP+bjAYCAkJISYmBisrK6pWrcqsWbMYOnSoXObOnTsm29fNnTuXuXPn0rJlS5OZJkmSePfdd5k/fz4ODg5A1sxtWFgY77//PhkZGSxevNhs4bOv7AuUgU6nY//+/bRo0SLXhJLg2UZop1yEdspF0utIPXccfOpZuikCM3mScWdjq2beqtpPqWWPP3dhWbNmDQMHDsTDwwONRkO9evXo3bs3f/31l1zGuD0xQGBgIEFBQXh5ebF169YCtyfOuduSJEkmeW+++abJamB4eDhnzpxh8eLF+Pj4sH79etzc3GjYsCEtWrTI0xMgZ53Z85OSknByckKlUnHhwgV59dtI06ZNWbhwoUlerVq15LSDgwNOTk5y4NHCcOHChVwrnI0bNzYx5k+ePMnx48eZPn26nGc0XFNTUylRosRj2xIVFUXz5s3zXG3+559/iI2NZdCgQQwZMkTO1+l0ODs7F9j+1q1bs2zZMlJTU/n222+5fPmyySJgQfj7+9OkSRO+++47WrduzdWrVzlw4IAcIE2v1zNr1iw2bNjA7du3ycjIICMjQ7Yrsrdhzpw58oJhXm1IS0vLc/u6vO65vPJzMn/+fCZPnsylS5eYMGECY8aMYenSpSZl7O3t5WCBkBXcuyCGDRvGDz/8IH83BrYzcufOHV599VW6detWYHBy44RB586dZW+XOnXqcPjwYb755hvZmM+udWBgINWqVSMoKIi//vqLevXqYW1tzZIlS0zq7t+/PyNHjiQqKopffvmFU6dOMWfOHEaOHMnGjRsL7F9eWNquU8RfR+3atZNvzJyEhYWZfB8xYsRjB2DlypXzrS87KpWKQ4cO5cp/7bXXeO211x57fH5YegZHYD5qtZrAwEChnQIR2ikXoZ2CUauxqViNTKGd4niScadSqQrl6m5pqlatyr59+0hJSSExMRF3d3d69OiBt7d3vse4u7vj5eUl7xiQF25ubvIqvJF79+7lWjk1kpGRwfDhw/nhhx+4cuUKOp1ONlJ8fX05evQonTp1ynWcr68vBw8ezNON2t7e3uT74yYXgDxX+M1ZfS3M39QGg4HPP/88z4mQ7AZqQW3J2bec9UOWq31O9/XH7QPu4OAge+Z+/fXXtG7dms8//5xp06YVeJyRQYMG8cEHH7BkyRJCQ0Px8vKSo9x/9dVXzJ8/nwULFlCzZk0cHBwYNWqUHBE/exsCAwOxsrLKtw1ly5aVtwM0kt89Z2VlRZkyZQpst5ubG25ubvj7+1OmTBmaN2/OxIkTTVbzHz58SLly5Qp1HQCmTp1q4omQnTt37tC6dWsaN27MihUrCqynbNmyWFlZUb16dZP8gICAAqPHGw346Oho6tXLPZm8Z88ezp8/z6pVqxg3bhwdOnTAwcGB7t27F3rr8ZxY+m8U8b+sBbC06ALzUavVlC9fXminQIR2ykVop1xUKjVWzmVQqYR2SuNFGncODg64u7sTHx/Pjh076Ny5c75lHzx4QGxsbIFuy40bN5bde43s3LmTJk2a5Fk+e0wmvV5f6JhMvXv3Jjk5OdcqqnF7NePWvHkZPocPHyYgICDfPhSF6tWrc+Tf7XGN5Pxer149Ll26hI+PT65PYe+1WrVqceDAAXmLu+y4urri4eHBtWvXctVf0CRNXkyePJm5c+dy586dQpXv3r07Go2GdevWsXr1agYMGCBPmBw4cIDOnTvzzjvvULt2bapUqZLvhJC1tbV8XF5tqFu3rvyasJH87rmgoKBCvS9vxDghkz3GWHp6OlevXjXxZn4c5cuXN7n2Rm7fvk2rVq2oV68eoaGhj9XcxsaGBg0acOnSJZP8y5cv4+Xlle9x586dQ6vV5jlO09PTef/991m+fDkajQa9Xi/fS0WJgWbE0s/K5/9J/QyS10NI8Gyj1WrZsWOH0E6BCO2Ui9BOuUh6HSmnDyLpxWtlSuNFGHc7duxg+/btxMTEsGvXLlq3bo2fnx8DBgwAslyDx44dS0REhBzsq1OnTpQtW9bEnbxv376EhITI3z/88EN27tzJ7NmzuXjxIrNnz2b37t2MGjUqVxuMMZmmTp0KmMZk2rp1a4ExmV566SXGjx/PRx99xPjx44mIiODGjRvs2rWLN954Q/ZaHTduHGFhYXzzzTdER0czb948Nm3alO/KaVEZOXIk27dvZ86cOVy+fJnFixebuNgDTJo0ie+//54pU6Zw7tw5Lly4wIYNG/jss88KfZ4PPviAxMREevbsyYkTJ4iOjmbNmjWywTdlyhRmzpzJwoULuXz5MmfOnCE0NLTQ778badWqFTVq1GDGjBkm+cYYW9k/Dx8+xNHRkR49ejBhwgTu3LlD//795WN8fHzYtWsXhw8f5sKFCwwdOjTXSjpkGdMJCQmyh0FebQgODs41OTNs2DBu3LjBmDFjuHDhAt999x2rVq0y0Xjz5s1yLDGAbdu2ERoaytmzZ7l+/Trbtm3jvffeo2nTplSuXFkud+TIEWxtbWncuLGcFxISQt++fc26nnfu3KFVq1Z4enoyd+5c/vnnH+7evZvrOvj7+7N582b5+7hx49iwYQMrV67kypUrLF68mN9++02OAXH16lWmTp3KiRMn5H5069aNunXr0rRp01ztmDp1Kh07dpQnJ5o2bcqmTZs4ffo0ixcvzvOYwmDpZ6Uw5i3A49x9BM8eGo2GBg0aCO0UiNBOuQjtFIxajV2VmvACrO4+b7wI4y4hIYH3338ff39/+vbtS7Nmzdi5c6e8kqnRaDhz5gydO3fG19eXfv364evrS0REhBwlG+DmzZvExcXJ35s0acKPP/5IaGgotWrVIiwsjA0bNuRy+y4oJtPUqVMZNGjQY2MyzZ49m3Xr1nH06FGCg4OpUaMGY8eOpW7dunKwtzfeeIOFCxfy5ZdfUqNGDZYvX05oaCitWrUqrksJQKNGjfj2229ZtGgRderUYefOnbmM9ODgYH7//Xd27dpFgwYNaNSoEfPmzStwlTUnZcqUYc+ePSQnJ9OyZUvq16/PypUrZd0GDx7Mt99+S1hYGDVr1qRly5aEhYWZvTIPWcECV65cSWxsrJw3d+5c6tata/L59ddfgSxX+/j4eNq2bUulSpXkYyZOnEi9evUIDg6mVatWuLm55YrGDlleFQ4ODiavQORswzvvvMP58+dNVqu9vb3Ztm0b4eHh1KlTh2nTpvH111/TtWtXuUxCQoLJMfb29qxcuZJmzZoREBDAqFGjeO211/j9999N2rR+/XrefvttOZ4B5I5VVhh27tzJlStX2LNnDxUrVsTd3V3+ZOfSpUuyVwlkxZf45ptvmDNnDjVr1uTbb79l48aNNGvWDMhavf/zzz8JDg7Gz8+PkSNH0q5dO3bv3p3r+XX27Fn+97//8fnnn8t5b731Fh07dqR58+acPn06VyyJwmLpZ6VKKsyLLoJiITExEWdnZxISEihZsqSlm/Pco9Pp2LRpEwBdunR5LgNoZaTr5W2ACrstz9MkVQsB/3r9XRgOJQrv4ZUn+pRMjnvPBaBBzFg0DjaPOaL4SNOn0exU1n8YB2sfxF6T/7t6zxXaFPg6a1sjRiaDtUPB5RVOSkomjo5ZAX2Sk0NwyHmPpaTAv9s8kZwMDsV4PVKAf6smGXhGL3Wy1kD47WTsrdTYaAq/1VymXiJNZ6CVhyOO1nkb9Tkvr2RTtHMlZxq4npRJZScbHG0KN4FQmPYJCiY9PZ2YmBi8vb3zDMwlEAiKl/Hjx5OQkMDy5cuf6nn++ecf/P39OXHiRJEmQ543CnrWWdq+E/97WQBLu2MIzEer1bJ161ahnQIR2ikXoZ1ykfQ6kiPDhZu9AhHjTrkYDAYePXr0xFuHCf57Cqvdp59+ipeXV5Hf7y4sMTExLF26VBjyhcDSz8rnb6lSATyPK8TPO1ZWVjRv3lxop0CEdspFaKdg1Brs/YPIUD+/rtrPK2LcKReVSiVvSydQFoXVztnZmQkTJjz19jRs2JCGDRs+9fM8D1j6WSme1BZAPGSVh0qlEq9GKBShnXIR2ikXlUqFxt4RlU6sECoNMe6Ui0qlsvj7u4KiIbRTLpa264SbvQWwtDuGwHy0Wi1btmwR2ikQoZ1yEdopF0mvI/nkn8LNXoGIcadchJu9chHaKRdLPyuFMW8BLO2OITAfKysr2rVrJ7RTIEI75SK0UzBqDSVqNgXhZq84xLhTLkavCkuvFArMR2inXCz9rBTGvEBQSCw9WAVFR2inXIR2ykWlEdopFTHuBAKBQBkIY94C6HTC7VBp6HQ6tm3bJrRTIEI75SK0UzAGPSlR+8DwdCMuC4ofMe6UiyRJJCYmInadVh5CO+Vi6WelMOYtgJjxVh5WVlZ06NBBaKdAhHbKRWinYNQaHOq0FG72CkSMO+UiXLWVi9BOuVj6WSmMeYGgkFh65k1QdIR2ykVop1xE8DvlIsbdi0lYWBilSpWSv0+ZMoU6deo81XNev34dlUpFVFTUUz2PQPC8Iox5CyD+k1QeOp2OnTt3Cu0UiNBOuQjtFIxBT+qZQ8LNXoE87+Pum2++wcnJyaR/ycnJWFtb07x5c5OyBw4cQKVScfny5afSlsIay1OmTEGlUqFSqVCr1VSoUIG3336b2NhYk3LF7ao9duxY/vzzz2KpC6B///688cYbJnmenp7ExcURGBhYbOd5El5//XUqVaqEnZ0d7u7u9OnThzt37hR4zKZNmwgODqZs2bIFTkxERETw8ssv4+DgQKlSpWjVqhVpaWkApKen06tXL5ydnfHz82PPnj0mx86ZM4cRI0YUSx8FxYuln5XCmLcA1tbWlm6CwEysra3p3Lmz0E6BCO2Ui9BOuag0VjjWbyOC4CmQ533ctW7dmuTkZE6cOCHnHThwADc3N44fP05qaqqcHx4eToUKFfD19TX7PHq9vli3GatRowZxcXHcunWLDRs2cObMGbp3725SRq1WU6pUKdTq4vnz3tHRkTJlyhRLXfmh0Whwc3OzuKuykdatW/PTTz9x6dIlNm7cyNWrV3nrrbcKPCYlJYWmTZsya9asfMtERETw6quv0q5dO44dO8bx48f54IMPZK2+/fZbzpw5Q0REBEOGDKFXr17ypExMTAzffvst06dPL76OCooNSz8rhTFvAURwC+UhApMoF6GdchHaKRdJktCnJQvtFMjzPu78/PyoUKEC4eHhcl54eDidO3ematWqHD582CS/devWAMTHx9O3b19Kly5NiRIlaN++PdHR0XJZo4v677//TvXq1bG1teXGjRuEh4fTsGFDeTW2adOm3Lhxg7CwMD7//HNOnTolr7qHhYXl224rKyvc3NyoUKECzZs3Z8iQIRw5coTExES5zK+//kr9+vWxs7OjSpUqfP755yarhvPmzaNmzZo4ODjg6enJ8OHDSU5OzvecOT0HjO3M/qlcuTKQNXkxaNAgvL29sbe3x8/Pj4ULF5rUtXr1arZs2SIfGx4enqeb/b59+2jYsCG2tra4u7vzySefmPSjVatWjBw5kvHjx+Pi4oKbmxtTpkzJtx/mMHr0aBo1aoSXlxdNmjThk08+4ciRIwXuJd6nTx8mTZpE27ZtC6x35MiRfPLJJ9SoUYNq1arx1ltvYWtrC8D58+d57bXXqF69Ou+//z737t3j/v37ALz33nvMnj2bkiVLFksfBcWLpZ+Vwpi3AJZ2xxCYj06n48CBA0I7BSK0Uy5COwVj0JN28YRws1cgTzLuJElCp9NZ5GPOH9StWrVi79698ve9e/fSqlUrWrZsKednZmYSEREhG/P9+/fnxIkT/Prrr0RERCBJEh06dDAx8lJTU5k5cybffvst586dw8XFhTfeeIOWLVty+vRpIiIiePfdd1GpVPTo0YOPPvpIXnGPi4ujR48ehWr/3bt32bRpExqNBo0mK8jkjh076NOnD4MHD+bs2bMsX76csLAwk9VctVrN119/zdmzZ1m9ejV79uxh/Pjxhb5uxnbGxcVx5coVfHx8aNGiBQAGg4GKFSvy008/cf78eSZNmsSECRP46aefgCyX/e7du/Pqq6/KdTRp0iTXOW7fvk2HDh1o0KABp06dYtmyZaxatYovvvjCpNzq1atxcHDg6NGjzJkzh6lTp7Jr1y759/79+9OqVatC9y0vHj58yNq1a2nSpMkTrb7eu3ePo0ePUr58eZo0aYKrqystW7bk4MGDcplatWqxf/9+UlNT2bFjB+7u7pQtW5YffvgBOzs73nzzzSfqi+DpYem/UZ4Nn5YXDEu7YwjMx9ramo4dO1q6GYIiILRTLkI75aLSWOFYtxVpuuJzMxb8NzzJuNPr9WzatKmYW1Q4unTpUmhX7VatWjF69Gh0Oh1paWlERkbSokUL9Ho9X3/9NQBHjhwhLS2N1q1bEx0dza+//sqhQ4dkA3Tt2rV4enryyy+/0K1bNwC0Wi1Lly6ldu3aQJYxmJCQwGuvvUbVqlUBCAgIkNvh6Ogor7g/jjNnzuDo6IjBYJDfsx45ciQODg4ATJ8+nU8++YT33nsPAB8fH6ZNm8b48eOZPHkyAKNGjZLr8/b2Ztq0abz33nssXbq0UNfN2E5JkujatSvOzs4sX74cyLpvPv/8c5P6Dx8+zE8//UT37t1xdHTE3t6ejIyMAvu7dOlSPD09Wbx4MSqVCn9/f+7cucPHH3/MpEmTZLf0WrVqyf2qVq0aixcv5s8//+SVV14BwN3dvcivOXz88ccsXryY1NRUGjVqxO+//16keoxcu3YNyPJOmDt3LnXq1OH777+nTZs2nD17lmrVqsmTMIGBgZQtW5affvqJ+Ph4Jk+ezN69e/nss8/48ccfqVq1Kt999x0eHh5P1CZB8WFpu06szFuA4nyHSvDfYDAYePjwodBOgQjtlIvQTrlIkgF9cgKSJLRTGi/CuGvdujUpKSkcP36cAwcO4OvrS/ny5WnZsiXHjx8nJSWF8PBwKlWqRJUqVbhw4QJWVla89NJLch1lypTBz8+PCxcuyHk2NjbUqlVL/u7i4kL//v0JDg6mU6dOLFy4kLi4uCK12c/Pj6ioKI4fP8706dOpU6eOyar7yZMnmTp1Ko6OjvJnyJAhxMXFyXEA9u7dyyuvvIKHhwdOTk707duXBw8ekJKSYlZbJkyYQEREBL/88gv29vZy/jfffENQUBDlypXD0dGRlStXcvPmTbPqvnDhAo0bNzbZoq1p06YkJydz69YtOS/7dYYs4/3evXvy95kzZ/L999/ne55hw4aZXKvsjBs3jsjISHbu3IlGo6Fv375P5EptHEtDhw5lwIAB1K1bl/nz5+Pn58d3330HZL1GsXDhQq5du8bx48dp1qwZY8aMYeTIkURFRfHLL79w6tQpGjVqxMiRI4vcFkHxY+lnpViZtwB6vXA7VBp6vZ7jx4/z8ssvF1tgGcF/g9BOuQjtFIzBQPq1M6j8Glq6JQIzeZJxp9Fo6NKly1Nq2ePPXVh8fHyoWLEie/fuJT4+npYtWwJZK8/e3t4cOnSIvXv38vLLLwP5vxMrSZKJ0Wlvb59rn/DQ0FBGjhzJ9u3b2bBhA5999hm7du2iUaNGZvXPxsYGHx8fICsYXnR0NO+99x5r1qwBsgyKKVOm0K5dOxwcHEy0s7Oz48aNG3To0IFhw4Yxbdo0XFxcOHjwIIMGDSrwffCc/PDDD8yfP5/w8HAqVqwo5//000+MHj2ar776isaNG+Pk5MSXX37J0aNHzepnzmtqzANM8nOuhqpUKrOMqqlTpzJ27Ng8fytbtixly5bF19eXgIAAPD09OXLkCI0bNy50/dlxd3cHoHr16ib5AQEB8mSHJEmkpKTg5OSESqViz549nD9/nlWrVjFu3Dg6dOiAg4MD3bt3Z/HixUVqh+DpYGm7ThjzFsDS7hgC87G2tiY4ONjSzRAUAaGdchHaKReVxgqHWs2Em70CeZJxp1Kpnpmo5I+jdevWhIeHEx8fz7hx4+T8li1bsmPHDo4cOcKAAQOALCNMp9Nx9OhR2c3+wYMHXL582cRtPj/q1q1L3bp1CQkJoXHjxqxbt45GjRphY2NTZENg4sSJ+Pr6Mnr0aOrVq0e9evW4fPkyH3/8cZ7lT5w4gU6n46uvvpINfeP77IUlIiKCwYMHs3z58lyTEQcOHKBJkyYMHz5czrt69apJmcL0t3r16mzcuNHEqD98+DBOTk7F6lpevnx5ypcv/9hyxomEjIyMIp+rcuXKVKhQgUuXLpnkX758mfbt2wNZ8QycnZ2BrG3q3n//fdatW4dGo0Gv18vt0Gq1FjceBaZY2q4ze6ljypQp3Lhx42m05YXB0u4YAvMxGAzcu3dPaKdAhHbKRWinXCTJgC7hgXCzVyAvyrhr3bo1Bw8eJCoqSl6ZhyxjfuXKlaSnp8vB76pVq0bnzp0ZMmQIBw8e5NSpU7zzzjt4eHjQuXPnfM8RExNDSEgIERER3Lhxg507d5pMAFSuXJmYmBiioqK4f/++WQZjlSpV6Ny5M5MmTQJg0qRJfP/990ycOJGzZ89y4cIF2RMAoGrVquh0OhYtWsS1a9dYs2YN33zzTaHPd/fuXd5880169uxJcHAwd+/e5e7du/zzzz9AlrfDiRMn2LFjB5cvX2bixIkcP37cpI7KlStz+vRpLl26xP379/P0CBg+fDixsbGMGDGCixcvsmXLFiZPnsyYMWPM8hQJCQmhb9++hS4PcOzYMRYvXkxUVBQ3btxg79699O7dm6pVq5qsyvv7+7N582b5+8OHD4mKiuL8+fMAXLp0iaioKO7evQtkTXKNGzeOr7/+mp9//pkrV64wceJELl68yKBBg4CsSQOtVoskSUydOpWOHTtSt25dIOs1g02bNnH69GkWL15M06ZNzeqX4Oli6Wel2cb8b7/9RtWqVWnTpg3r1q0jPT39abTrucbSogvMx2AwcPbsWaGdAhHaKRehnYIxGMi8FQ1CO8Xxooy71q1bk5aWho+PD66urnJ+y5YtSUpKomrVqnh6esr5oaGh1K9fn9dee43GjRsjSRLbtm0rcFWuRIkSXLx4ka5du+Lr68u7777LBx98wNChQwHo2rUrr776Kq1bt6ZcuXKsX7/erD589NFHbN26laNHjxIcHMxvv/3Grl27aNiwIY0aNWLevHl4eXkBUKdOHebNm8fs2bMJDAxk7dq1zJw5s9DnunjxIn///TerV6/G3d1d/jRo0ADIege9S5cu9OjRg5deeokHDx6YrNIDDBkyBD8/P/m9+kOHDuU6j4eHB9u2bePYsWPUrl2bYcOGMWjQIHlSorDExcWZ/b6+vb09mzZtok2bNvj5+TFw4EACAwPZt2+fvIUcZBnrCQkJ8vdff/2VunXryoEje/bsSd26dU0mS0aNGkVISAijR4+mdu3a/Pnnn+zatUsOjAiQlpbG2bNn+d///mcSTPCtt96iY8eONG/enNOnT5ts+SewPJZ+VqqkIkR0OH36NKGhoaxbt47MzEx69uzJwIED5QEtyJvExEScnZ1JSEgQe0X+B+h0OjmqrjlRbpVERrqeMYNOATBvVW1s7Qr/zuDTIFULAf8Gxb0wHEo8oeeRPiWT495zAWgQMxaNg80TtrDwpOnTaHaqGQAHax/EXmP/mCOeE7Qp8PW/wYBGJoO1g2Xb85RJScnE0THrD9rk5BAcct5jKSlgDI6UnAwOxXg9UgBj3KVk4D+61Ol6A+Z4v6doDRz5OxVHazU2GtXjD/iXTL1Ems5AKw9HHK3zXjvIeXklGwPht5OxtzLvXMmZBq4nZVLZyQZHm8KtUxSmfflh7jUEsFKDneb5iv2Qnp5OTEwM3t7e2NnZWbo5AoFA8FQo6FlnafuuSNZNrVq1mD9/Pl9++SW//fYboaGhNG3aFD8/PwYPHkz//v3l9z4EubH0DI7AfAwGA3Fxcbi7u4tAXApDaKdchHbFT7rewKG4VLPeZdcaJO6n67HTWBfawJYMBnTx95AcyxS1qc8sRbmGAPZWapq6l3jmDXox7pSL0VXb2to6VxA5wbON0E65WNque6KntMFgIDMzk4yMDCRJwsXFhWXLluHp6cmGDRuKq43PHZYWXWA+BoOBq1evCu0UiNBOuQjtih+dAdJ0BqzUKuyt1IX6WKlV6AwSBnP8+CSJzL9vYt5ByqCo1zBNZ/5qviUQ407ZPEmgNoFlEdopE0s/K4u0Mn/y5ElCQ0NZv349tra29O3blyVLlshbZnz11VeMHDmSHj16FGtjnxeeR3fv5x0rKytatGhh6WYIioDQTrkI7Z4e1mpVoVfZM/XmrxKpNBpK+Dd4rqPZm3MNAXQKmdgQ4065qFQqnJycLN0MQREQ2ikXS9t1Zq/M16pVi0aNGhETE8OqVauIjY1l1qxZsiEP0LdvXzm6pSA3lp7BEZiPwWDgxo0bQjsFIrRTLkI75SIZDGjv30YS2ikOMe6UiyRJsresQFkI7ZSLpZ+VZhvz3bp14/r162zdupU33ngDjSZ3wK1y5cpZvGPPMuLaKA+DwcDt27eFdgpEaKdchHYKRpLQxd8D8Yep4hDjTtnktd2bQBkI7ZSJpZ+VZhvzkiRRunTpXPlpaWlMnTq1WBr1vGNpdwyB+VhZWdGkSROhnQIR2ikXoZ1yUWk02FeriyqPCX/Bs40Yd8pFpVLh6OgoAqgpEKGdcrH0s9JsY/7zzz8nOTk5V35qaqrJnoiC/NHr9ZZugsBM9Ho9V65cEdopEKGdchHaKRfJYCDz75vCzV6BiHGnXCRJIj09XbhqKxChnXKx9LOySCvzec0anTp1ChcXl2Jp1POOGKjKQ5Ik4uPjhXYKRGinXIR2CkaS0CcnAEI7pSHGnbKxtGEhKDpCO2Vi6Wdlof0CSpcujUqlQqVS4evra2LQ6/V6kpOTGTZs2FNp5POGpd0xBOZjZWVFgwYNLN0MQREQ2ikXoZ1yUWk02Fet+VxHs39eEeNOuahUKhwcHCzdDEERENopF0vbdYU++4IFC5AkiYEDB/L555/j7Ows/2ZjY0PlypVp3LjxU2nk84aYeVMeer2e6OhoqlWrlmfQR8Gzi9BOuQjtlItkMJBxJwapbCVLN0VgJmLcKRejq7adnZ1491phCO2Ui6XtukIb8/369QPA29ubJk2aYG1t/dQaJRA8i6SlpVm6CYIiIrRTLkI7pSIhZWYg3OyViRh3ysXSLr+CoiO0ExSFQhnziYmJlCxZEoC6deuSlpaW74PeWE6QP2KmW3loNBrq1q1r6WYIioDQTrkI7ZSLSq3BrnKAcLNXIGLcPdu0atWKOnXqsGDBgly/qVQqSpQo8d83SvDECO2Ui6XtukIFwCtdujT37t0DoFSpUpQuXTrXx5gveDyWdscQmI9er+fs2bNCOwUitFMuQjvlIhn0ZMReRjII7ZTGizLu+vfvj0qlYtasWSb5v/zyi2LdnCVJIi0tzaIrvEuXLsXb2xs7Ozvq16/PgQMHCiy/f/9+OnXqRIUKFVCpVPzyyy9Fqnft2rV4enri4uLCuHHjTH67fv06vr6+JCYmPlHfniaSJLFgwQKzrp1Op+Ozzz7D29sbe3t7qlSpwtSpU032PX/er9uzgKWflYVamd+zZ48cqX7v3r1PtUECgUAgEAgEAsHTxs7OjtmzZzN06NBiW5DKzMzExsamWOpSGhs2bGDUqFEsXbqUpk2bsnz5ctq3b8/58+epVCnv+BkpKSnUrl2bAQMG0LVr1yLVe//+fQYPHkxYWBhVqlShY8eOtGrVio4dOwLw3nvvMWvWrGfae3jDhg2MHz+eJUuW0KxZs0Jdu9mzZ/PNN9+wevVqatSowYkTJxgwYADOzs58+OGHL8R1ExRyZb5ly5ZypL6WLVsW+BE8Hku7YwjMR6PREBgYKLRTIEI75SK0Uy4qtQZbT19UaqGd0niRxl3btm1xc3Nj5syZ+ZbJyMhg5MiRlC9fHjs7O5o1a8bx48fl31u1asUHH3zAmDFjKFu2LK+88oqcP2LECEaNGkXp0qVxdXVlxYoVpKSkMGDAAJycnKhatSp//PGHyfm2b99Os2bNKFWqFGXKlOG1117j6tWrheqPSqXC3t4+l2fBwYMHsba2JiMjQ86LiYlBpVJx48aNQtVdGObNm8egQYMYPHgwAQEBLFiwAE9PT5YtW5bvMe3bt+eLL76gS5cuRa732rVrODs706NHDxo0aEDr1q05f/48AOvWrcPGxqbA+h/HkSNHaNOmDWXLlpV39jJ+Hj16VOR6szN//nwGDRrEkCFDCn3tIiIi6Ny5Mx07dqRy5cq89dZbtGvXjhMnTgCWv24vCpZ+Vpq9z/z27ds5ePCg/H3JkiXUqVOH3r17Ex8fX6yNe16xtDuGwHz0ej2RkZFCOwUitFMuQjvlIhn0pF+/INzsFUixjDtdSv4ffXrhy+rSCle2iGg0GmbMmMGiRYu4detWnmXGjx/Pxo0bWb16NX/99Rc+Pj4EBwfz8OFDuczq1auxsrLi0KFDLF++3CS/bNmyHDt2jBEjRvDee+/RrVs3mjRpwl9//UVwcDB9+vQhNTVVPiYlJYUxY8Zw/Phx/vzzT9RqNW+++aaJ63R2wsLCZONdkiRSU1NzudlHRUUREBCAra2tSV6pUqXw8vLKVeeMGTNwdHQs8JPTXTszM5OTJ0/Srl07k/x27dpx+PDhPNteGApTb7Vq1UhNTSUyMpKHDx9y/PhxatWqxcOHD5k0aRKLFy8u8vlPnTpFq1atqF27Nvv372f79u24uLjQunVrNmzYQKlSpeSyRblu2fvYsmVLE+0ed+2aNWvGn3/+yeXLl+W2Hjx4kA4dOlj8ur1IWPpvFLM3xhs3bhyzZ88G4MyZM4wZM4aPPvqIPXv2MGbMGEJDQ4u9kQLBs4C9vb2lmyAoIkI75SK0UyoqVDa2gDLfPX7ReeJx95Nj/r9V6ACttv7/943lQZ+ad9nyLaFt+P9/31IZMu7nLte76O+Iv/nmm9SpU4fJkyezatUqk99SUlJYtmwZYWFhtG/fHoCVK1eya9cuVq1aJb9j7OPjw5w5c3LVXbt2bT777DMAQkJCmDVrFmXLlmXIkCEATJo0iWXLlnH69GkaNWoEkMvVfNWqVZQvX57z588TGBiY6xzOzs74+fnJ3/N63//UqVO5ghpGRUVRu3btPK/JsGHD6N69e56/GfHw8DD5fv/+ffR6Pa6urib5rq6u3L17t8C6CqIw9ZYuXZrVq1fTt29f0tLS6Nu3L8HBwQwcOJARI0YQExPD66+/jlarZcqUKbz11luFPv/IkSPp3Lkz8+bNA6B69er06tWLo0eP5rpGRbluhe1jXnz88cckJCTg7++PRqNBr9czffp0evXqxZ07dyx63QT/HWYb8zExMVSvXh2AjRs30qlTJ2bMmMFff/1Fhw4dir2BzyOWdscQmI9Go8Hf39/SzRAUAaGdchHaKReVWo1thSoimr0CeRHH3ezZs3n55Zf56KOPTPKvXr2KVquladOmcp61tTUNGzbkwoULcl5QUFCe9daqVUtOazQaypQpQ82aNeU8o6FlDDJtPOfEiRM5cuQI9+/fl1fkb968macx/+abb/Lmm28C/+9mn5OoqCh69+5tkhcZGZmvMe/i4iLHyjKXnJMJkiQVS0DBx9Wb/ToAhIeHc+bMGRYvXoyPjw/r16/Hzc2Nhg0b0qJFC8qXL//Yc/79998cPHiQPXv2mOQ7ODjk2acnuW5Arj3mH3ftNmzYwA8//MC6deuoUaMGUVFRjBo1igoVKsive1jiur1oWNquM9uYt7Gxkd2Bdu/eTd++fYGsG1hEOywcOp3O0k0QmIlOpyMyMpK6devK8SMEykBop1yEdspF0utJu3oOyfPFMgqfB4pl3HVPzv83VY4/fLvey7sckOtt0M7Xi9aex9CiRQuCg4OZMGEC/fv3l/ONLs+PM4gcHBzyrNfa2trku0qlMskz1pHdhb5Tp054enqycuVKKlSogMFgIDAwkMzMzMf2w+hmX6JECbluvV7PuXPncq3M//XXXyZGXHZmzJjBjBkzCjzXH3/8QfPmzeXvZcuWRaPR5FpJvnfvXq7VYXMoSr0ZGRkMHz6cH374gStXrqDT/LvNLwAAxRNJREFU6eS4Xr6+vhw9epROnTo99twnT57EYDDkmvQ4efJknhM4Rblu2ft4/fp1GjVqJGv3uGs3btw4PvnkE3r27AlAzZo1uXHjBjNnzqRXr14Wu24vGpa268x+Sjdr1owxY8bQtGlTjh07xoYNGwC4fPkyFStWLPYGPo8odcuTFxmVSkXp0qWFdgpEaKdchHYKRqVC4+iMTrjZK45iGXdWeRu3/2lZM5k1axZ16tTB19dXzvPx8cHGxoaDBw/KK9tarZYTJ04watSoYm/DgwcPuHDhAsuXL5cNvuxxqgpDzlXCS5cukZaWRoUKFeS8iIgIbt++Xaxu9jY2NtSvX59du3aZTBLs2rWLzp07m9WHJ6132rRptG/fnnr16hEZGWlibGm12kK/42ycZElLS5PfjT9z5gz79+9n6tSpucoX1c3e2Mfw8HDZMIfHX7vU1FTUatMJL41Gg8FgsOh1e9Gw9N8oZhvzixcvZvjw4fz8888sW7ZMvin/+OMPXn311WJv4POIpd0xBOaj0Wjw8fGxdDMERUBop1yEdspFpVZj41oJvXCzVxwv6rirWbMmb7/9NosWLZLzHBwceO+99xg3bhwuLi5UqlSJOXPmkJqayqBBg4q9DaVLl6ZMmTKsWLECd3d3bt68ySeffFLgMZs3byYkJISLFy+iUqmws7Mz+T0qKgqARYsWMXLkSK5cucLIkSMBTKLbZ6eo7uJjxoyhT58+BAUF0bhxY1asWMHNmzcZNmyYXGbx4sVs3ryZP//8E4Dk5GSuXLki/x4TE0NUVJR8vQtbr5Fz586xYcMGud/+/v6o1WpWrVqFm5sbFy9epEGDBoXqz0svvYS9vT3jx4/n008/5erVq4wYMYJhw4bRpEmTXOWfxM3e2MeXXnqp0NeuU6dOTJ8+nUqVKlGjRg0iIyOZN28eAwcONKnzv75uLxqWtuvMNuYrVarE77//nit//vz5xdKgFwFLu2MIzEen03Hs2DEaNmwo3H0VhtBOuQjtlIuk15MWfQqpUu53fAXPNi/yuJs2bRo//fSTSd6sWbMwGAz06dOHpKQkgoKC2LFjR7HtS58dtVrNjz/+yMiRIwkMDMTPz4+vv/6aVq1a5XtMQkICly5dArLc7FNSUkze6Y6KiuKVV14hJiaGwMBAqlevzqxZsxg4cCBLliyhcePGxdb+Hj168ODBA6ZOnUpcXByBgYFs27bNJGL+/fv3TbbaO3HiBK1bt5a/jxkzBoB+/foRFhZW6HqN/X/33XeZP3++/OqDvb09YWFhvP/++2RkZLB48WJ5ITIsLIwBAwbkiv5vpFy5cvz000989NFH1KpVC09PT4YNG8bYsWOf/GLloHv37ty5c8esa7do0SImTpzI8OHDuXfvHhUqVGDo0KFMmjQJeHrXTWCKpe06lZTfHVwABoOBK1eucO/evVxbZbRo0aLYGve8kZiYiLOzM/Hx8SZbWQieDjqdjk2bNgHQpUuXJ/qjxGAwEBsbi6enZy6XJkuSka5nzKBTAMxbVRtbO8vODqZqIWBpVvrCcChhXXD5x6FPyeS491wAGsSMReNgY3YdRdUuTZ9Gs1PNADhY+yD2mhckqro2Bb7+NxL1yGSwfnpurY/jvxh3KSmZODpm7TGdnByCQ857LCUFHP+9HsnJkM+7sUU7OWAM+p0M/AeXOllrIPx2MvZWamw0hXMNTM40cD0pk8pONjjaFE4HyWAg9Z87aEu60tqzJI7WeR+X8/JKNua3r6htzNRLpOkMtPJwzLd9eZ6rCNewqOeyBOaMu/T0dGJiYvD29s61Iiz475EkiczMTGxsbGRjPjg4mHr16jFz5kwLt+7ZY8qUKYSHhxMeHm7ppuSpneDZoaBn3aNHjyhdujQJCQmULFnyP2+b2dbNkSNH6N27Nzdu3Mg1k6VSqcT7FIXgWTIGBYVDrVbnuRer4NlHaKdchHbKRaVWY13WA51ws1ccYtwpF5VKZbKXPGRtS5c9qJ/g/9mxYwcLFy60dDOAvLUTKANL23Vmn33YsGEEBQVx9uxZHj58SHx8vPx5+PDh02jjc4el3TEE5qPT6di/f7/QToEI7ZSL0E65SHo9qRePI4kJfsUhxp1ykSSJpKQkebHt7t27/P333yZb5An+n4iICBo2bGjpZgC5tRMoB0s/K81emY+Ojubnn39+IYOjFBeWnsERmI9araZq1apCOwUitFMuQjsFo1Jh41qJTLVwF1UaYtwpm+yru25ubsI4VBBiZV6ZWPpZafbZX3rpJZOok0+b27dv884771CmTBlKlChBnTp1OHnyZIHH7Nu3j/r162NnZ0eVKlX45ptvTH7XarVMnTqVqlWrYmdnR+3atdm+fbtJmbVr1+Lp6YmLiwvjxo0z+e369ev4+vqSmJhYpD5ZWnSB+ajVajw8PIR2CkRop1yEdspFpVZjVdoVlUpopzTEuFMuKpVKvHOtUIR2ysXSz0qzzz5ixAg++ugjwsLCOHnyJKdPnzb5FCfx8fE0bdoUa2tr/vjjD86fP89XX31VYPC4mJgYOnToQPPmzYmMjGTChAmMHDmSjRs3ymU+++wzli9fzqJFizh//jzDhg3jzTffJDIyEsiKFjl48GDmzp3Ljh07WL16NVu3bpWPf++995g1a1aRgxxY2h1DYD46nY49e/YI7RSI0E65CO2Ui6TXkXruCJJeaKc0xLhTLpIkkZiYKFbjFYjQTrlY+llptpt9165dAeQ9DCFrNkmSpGIPgDd79mw8PT0JDQ2V8ypXrlzgMd988w2VKlViwYIFAAQEBHDixAnmzp0rt33NmjV8+umndOjQAcgyznfs2MFXX33FDz/8wLVr13B2dqZHjx4AtG7dmvPnz9OxY0fWrVuHjY0NXbp0KXK/LD2DIzAftVpNYGCg0E6BCO2Ui9BOwajV2FSsRmahtZMg/R7qpKuUSYgnrXQT0Ji/e4XgyRHjTtnY278gO688hwjtlImln5Vmnz0mJibX59q1a/K/xcmvv/5KUFAQ3bp1o3z58tStW5eVK1cWeExERATt2rUzyQsODubEiRNotVoAMjIycm0rYG9vz8GDBwGoVq0aqampREZG8vDhQ44fP06tWrV4+PAhkyZNYvHixYVqf0ZGBomJiSYfQJ510+v18uRH9rROpzNJG7f/yy+t1WpN0sb6jWlJknKlje0wpg0Gg0naOMuUX1qv15uk8+rHs9AnI0/aJ0mSKF++PJIkWbxPJjplmzwzpp8FnYztfuJ7L9uqnjFtbp8MBgNlypRBrVab3afsvEjjKbuGluyTWq3GxcVFbs/THE/G+vPqk5GnoVN2/qtnuWQwyIHpcqUNxrTeJI2U1S5Jr0cyPC6ddR4r5zJgMPx/n1IfIj08Bbe2oD83FynmB7mPNlaZlNjhTok9TWl87jWaHvWjcvSn2KVeQZIMcp0m6RxtVxnM65OxvXq9eeNJp9MhSf/fV2MfjGlJknKljTrpFPCM0Ov1lCtXDrVaXah7L/vHWEf2Z4ml0gaDocC0sb15tT2/9LPeJwCNRvPYfiipT8+jTnn1SaVSYWVlZVKf0vv0POmU/XdJMv0/19I7uZltzHt5eRX4KU6uXbvGsmXLqFatGjt27GDYsGGMHDmS77//Pt9j7t69i6urq0meq6srOp2O+/fvA1nG/bx584iOjsZgMLBr1y62bNlCXFwcAKVLl2b16tX07duXhg0b0rdvX4KDgxk7diwjRowgJiaGunXrEhgYyM8//5xvW2bOnImzs7P88fT0BJBfR7hw4QIXLlyQ86KjowGIjIwkJiYGgGPHjhEbGwvA4cOH5Tbu379f7s+ePXt49OgRADt37iQpKQmAbdu2kZ6ejk6nY9u2beh0OtLT09m2bRsASUlJ7Ny5E8jaI3HPnj1A1msG+/fvByAuLo7Dhw8DEBsby7Fjx4CsSR3jawnR0dHPZJ8SEhJkLR48ePBEfTp79iw7duwgKirqmdLp0L8TUABHjxx5ZnQCiuXeO3rkqFzfyRMni9SnkydPsn37drRardl9ys6LNJ6MWLpPWq2Wbdu2cevWrSfuU3467du3T+7vwYOHcvXJeG7IipdS3Dpl5796lkvxd0m/ltX29L9jSb52DoC0OzGk3rgEQGrsVVJjrwKgv3UZp/istidfO0f631nppOhTZNzP6kfixb/QPvonK33+ONr4+6ScOkDdv7pgt6shbCyH9S9lUG2vA/vfQHNqHIbLy2UDNVNni8HOk1RVWTKsy2Gr/QfPWwtpcLQONU+0w+Zk1vZR2oR4Es8fz0o/+ofEi38BYIi/S+m7Fwrdp9Qbl8i8ex2A86eizBpPR/bvhdQsbeIjD6BPS8lKnwxH0maAQU/8yXAw6JG0GVlpgIxUDu7dXWidLPmMMD4zH3fvpaenk5qaSmpqKnq9Xr5ndTqdnNZqtSQnJ2fpnJlJSkrW9crIyCA1NVWuJy0tTU4bn0NpaWlyOjU1lYyMDABSUlLIzMwEIDk5Wf7DOikpSb6nkpKS5D+yExMTZSPC6MosSVKuNGT9cW5MK61PxrYbDY/noU/Po0559cnYn+epT8+TTikpKaSkpGBtbV3g3xGWQCUZpxnMYM2aNXzzzTfExMQQERGBl5cXCxYswNvbm86dOxdb42xsbAgKCpL/YwMYOXIkx48fJyIiIs9jfH19GTBgACEhIXLeoUOHaNasGXFxcbi5ufHPP/8wZMgQfvvtN1QqFVWrVqVt27aEhobKN01OwsPDGTduHPv27cPHx4f169fj5uZGw4YNiY6Opnz58rmOycjIkG8qyLo5PD09uX//PmXKlJFvII1GY5LW6XSoVCo5rVar5VXFvNJarRaNRiOnraysUKlUchqyBk32tLW1NZIkyWnjzJIxbTAYsLKyyjdtXK02pvPqh6X7lJmZyS+//ALAG2+8gVqtLnKfDAYDSUlJODk5oVarnxmd0tJ0jH/3LABzVgTi4GBjUZ0yJSuqL8sK3nL+PYkS1k9272mT04n0WQBA3SujsC1Zwuw+ZWZmkpiYiIuLi7zaW5g+ZUgZNDvVDICDtQ9iZbB6McaTNgXVIicApBFJ6FS2FusTZE3ElS5dGisrq6cynhIT0yhdei4Ajx6Nw9m5hGmfkpJQ/xsfRZ+QgFSiRPHplKYGR7JIBq3N03+Wp0tq9sYmYq9RYWtjlbU6LUmoNJp/V6olVGqNvIKtUmtIStdyI1lL5ZJ2OGgkUKlQqdVZq995pnVIKshISqb5mQbYa/9/4kKycUHlWAVDCS9UZYJI8foYJ6esZ0ZSog6dRs+hu8lUTNhJxb/DcHm4GxUGrnlP43bl0UiSAfR6VFbWJm1PStdxMykDL2d7HKx4bJ8kg55MPaQboLmbHY7WmkKPp0dpmRy4m0oJayus0YNak/W6oV4H6qxVUQx6k7QWDalaPc1d7ShVwvaZfkZkZGSQnJxM6dKl0ev1j733bt++TVJSEuXKlcPe3h6NRiOvYBlfw7RE2rjamV8aslbYsqfVarX8R3xeaSX0KbtOz0ufnkedcvbJ+KqycUw+D316HnTK+ls7jX/++QcnJycqVqyY6//chw8fUq5cORISEoocT+1JMPud+WXLljFp0iRGjRrF9OnT5f88SpUqxYIFC4rVmHd3d6d69eomeQEBASbB7HLi5ubG3bt3TfLu3buHlZUVZcqUAaBcuXL88ssvpKen8+DBAypUqMAnn3yCt7d3nnVmZGQwfPhwfvjhB65cuYJOp6Nly5ZA1uTB0aNH6dSpU67jbG1t89xmwtraGvh/V6icaeNDuLBpY33mplUqlZw2PjwKm86v7c9an4wYDfmi9kmj0Zi4+1qyT9nbbpX9Gv+btqRO2TyW/30oPtm9Z6XJdt5/0+b2ycbGhrJly8p1FrpPObymXpjxpPr/SLrPQp/KlSv35H0if52yl8nvGWHSXqvC34eF0SY7/8mzXGtApVaj0mTlq7L1zzStMU2r/jWEs/UvZ9pK+wCPmEXc9A5BUtuicXTmgvcXBJR1xt7ZBxy9UVln/aFjPJMq5f/7r1JbYWWtRlJbc79cJxLdXscm/RZucWu4V+Gdf/uqpvz9DbjfXsFd9378U/4tDDhmTSL82+bC9kklSWAwoNFYofn3ehR2bBmj9KuyPaOyp8mZ1mf9kWulgGdE9r9dst//+d17Hh4e3L17l3/++QeBQCB4HilVqhRubm5A7v9zbWwsG9/FbGN+0aJFrFy5kjfeeINZs2bJ+UFBQYwdO7ZYG9e0aVMuXbpkknf58uUC3fkbN27Mb7/9ZpK3c+dOgoKCTP4jArCzs8PDwwOtVsvGjRvp3r17nnVOmzaN9u3bU69ePSIjI2X3DMhyDTH3XYns72gKlIFWq2Xnzp20a9cu130keLYR2ikXoZ1CkCTK3ttI1ehx2Gj/QVLbcKPSeJIjD5Ac0BmP8s7orf81CrWmsQJStGA07ZO1BlAZ0GfzF8y0q8hN7xCTY1zj1lAy8TglE49T5con/FP+LWLK9QMp8Cl28sXB3HGnUqlwd3enfPny4u8bC6PVajl06JC8E5RAOQjtnl2sra1NJktzYunnntnGvPF98ZzY2trK7zgUF6NHj6ZJkybMmDGD7t27c+zYMVasWMGKFSvkMiEhIdy+fVt+j37YsGEsXryYMWPGMGTIECIiIli1ahXr16+Xjzl69Ci3b9+mTp063L59mylTpmAwGBg/fnyuNpw7d44NGzYQFRUFgL+/P2q1mlWrVuHm5sbFixdp0KCBWf3Kb1VG8OxiZWVF8+bNhXYKRGinXIR2zz426bfxuTyaMg+y3qFOKeFPvEsbUGuw8a3PrQw4fDcVa3Xex6enAmSt1h+4k4zGTuJ+uh47jTU2mrz3W75YIxTXuHW4xq2mRNoV3OPCcI8Lw8OpLZerh4FNqWLv54tEUced0YtNYDlsbW1p0qQJjo6OspuwQBkI7ZSLpf9GMfvs3t7eREVF5Vod/+OPP3K5xD8pDRo0YPPmzYSEhDB16lS8vb1ZsGABb7/9tlwmLi6OmzdvmrRv27ZtjB49miVLllChQgW+/vpreVs6yAqc8Nlnn3Ht2jUcHR3p0KEDa9asybV/vSRJvPvuu8yfPx8HBwcgK+p9WFgY77//PhkZGSxevBgPDw+z+iUGqfJQqVQWeQ9G8OQI7ZSL0O4ZRjLgdicU76sTsdInYlBZE+s1llivsUhqW1QAdo7okjKxUoO9VT7WfLa/Quys1EhqAzqDhKGAaD5aG1dueY3mVqVROD86iFtcGGXu/YJX0m5KXOrPxbq/FGNHXzzEuFMuQjvlIrRTLpa268w25seNG8f7779Peno6kiRx7Ngx1q9fz8yZM/n222+LvYGvvfYar732Wr6/h4WF5cpr2bIlf/31V77HtGzZkvPnzz/23CqVikOHDpndpsdhaXcMgfkYo/p26NBBuD8pDKGdchHaPbtUvjoJz9gFACSWbEC0/xJSHf5/Ql/S68iMCkfl3QgrlU2+q+z6bAu5NhoVenP+KFKpSCjdnITSzVG7DafGhf5c9ppclO4IsiHGnXIR2ikXoZ1ysbRdZ7YxP2DAAHQ6HePHjyc1NZXevXvj4eHBwoUL6dmz59No43OHpd0xBOZjZWVFu3bthHYKRGinXIR2zy53PQbievcHYr3GcafiMFDlcK9Wa7Cu3gQp/b9ZsUh0rMuPfhF4OZaQNwjQ6JLQWzn9J+d/nhDjTrkI7ZSL0E65WFqzIp19yJAhDBkyhPv372MwGPLclk0geN6w9GAVFB2hnXIR2j0blE09hXdiBP94jwIg3b4Kxxufx6Apkf9BGitybQvxFJFU/3+vOCUco8bpt4j2X8yDcq//Z214XhDjTrkI7ZSL0E5QFPJ5ia1g7t+/z4kTJ7hx44YIdlIEskfDFygDnU7Htm3bhHYKRGinXIR2zwaVby+i65V2+F//jJKP/v/VswINeYMe7Zn9qKT/zpjPjtud77DWPSTg7Nu431pukTYoFTHulIvQTrkI7ZSLpTUzy5g/d+4cLVq0wNXVlZdeeomGDRtSvnx5Xn755VxbyAnyR8y8KQ8rKys6dOggtFMgQjvlIrSzPK53wgi4/ilq9Nwp24W0EtUKd6Bag3XNFkg53e//I6L9FhNXYSAqJHyiP6Ly1ckgFRBVTyAjxp1yEdopF6GdcrG0ZoU++927d2nZsiXlypVj3rx5+Pv7I0kS58+fZ+XKlTRv3pyzZ88Kl3vBc4tOp7P4gBUUDaGdchHaWQ6X+9uodmkkACfLj+Zetc9xtDFjDUCvAywU5VdtxRXfhWTYelA5ZhqeN7/CJuMO0f5LkNQ2lmmTghDjTrkI7ZSL0E5QFAr9v/L/sXfn8VFX9/7HX99lspOwhjUEZNeIgELdAMUFFa3ebnalevXaWtxqta1d1NZWbeutXWxt67XV/qrWW6/VtlDBFtllEYLsewgBwhKyb5P5Lr8/hgwJZJkJSc6cyef5eOTBYTLL5+Q95/udM98z33n22WfJzc0lPz+f+++/n9mzZ3Pdddfx4IMPsmHDBnJycnj22We7staEoXo5hoid4zgsWrRIstOQZKcvyU6dXhVrGb/1ixh4HMz+HGsHfiu2O/BcQttWKVtmD4BhUDTiG+wa/zy+YTHw6Guct+njmG6Nupo0IONOX5KdviQ7fanOLOrJ/Lvvvss3vvENUlJSzvhdamoqDz/8MAsXLuzU4hKVfOWEfgKBADfffLNkpyHJTl+SnRqBhqOct/kTWF4dpX2vZcuoX0CM36NrWDZJk2bhm+qPMh0d/AW2nv8XXCsd18rAM898HSNOkXGnL8lOX5KdvlRnFvVkft++fUyZMqXV31900UXs27evU4pKdL58bk87vu9TWVkp2WlIstOXZKdGKJBN0fAHqcycyva8/4dvxv5Cxfd9vLrquPmcelm/a9k45d/sPPf3Z36NnmhGxp2+JDt9SXb6Up1Z1JP5qqoqMjMzW/19r169qK6u7pSiEp3q5Rgido7jsHz5cslOQ5KdviQ7RQyDQ8MfYNPkRXhWesfuw3Nxdq9Xu8z+NLUZeXhWavg/vs+Yvd+gT+UatUXFIRl3+pLs9CXZ6Ut1ZjGtf6uqqmpxmT0g7ybFQPVyDBG7QCDAnDlzVJchOkCy05dk130ML0huwZMU5X4N1w6/cd+RI/KR+7NskibOxK9q6KwSO9Xgw//D8EO/Zmjx7wkOWAiDZ6guKW7IuNOXZKcvyU5fqud1UR+Z932fsWPH0qdPnxZ/xo0b15V1JhTP81SXIGLkeR6lpaWSnYYkO31Jdt3E9xi3/S5yDvw35236RKcsjfd9D6+mIm6W2Z/u6KDPUtL3WiyvnpT3PwP1x1WXFDdk3OlLstOXZKcv1ZlFfWT+vffe68o6ehTXjZ9lhyI6ruuybt06Zs2ahWnG8NVMQjnJTl+SXTfwfc7Z800GHPs/PCPAgRHfjPlkdy3yPJz9WzCGTT77++oCnpXOlgkvc+GGmfSq2wWrPg9X/hMMeZ7JuNOXZKcvyU5fqud1UU/mZ86c2ZV19Ciql2OI2AUCAWbPnq26DNEBkp2+JLuuN7To5ww9+GsAdk34LeV9Z3XK/RqWTdJ5l8XtMnsA18pgw9iXmbFlFsaRRbD1Scj7juqylJNxpy/JTl+Snb5Uz+vkrR8FVC/HELHzPI9jx45JdhqS7PQl2XWtAUf+zDl7w5PXfaOe5PjAT3Xaffu+h1d5Im6X2TeqSj+X4JTnwv/Z/BgclVWIMu70JdnpS7LTl+rMZDKvgOrQRew8z2PLli2SnYYkO31Jdl2nb9lixu74MgAHc+7l0PD7OvcBPA/38B4MP/6zc0bcBufcBmYy1B9TXY5yMu70JdnpS7LTl+rMYjqbvegcti1/dt3Yts2sWZ2z/FR0L8lOX5Jd1wkmDSQUGEBF78spGPXDTr9/w7IJjP9IXC+zb+aiX8GEhyHrXNWVKCfjTl+Snb4kO32pntfJkXkFVL+DI2LneR6HDh2S7DQk2elLsus6NennsfGipeya8NsuOemb73l45cdAgyPzANhpzSfyblBdLYrJuNOXZKcvyU5fqjOLeQ/+0ksvUVtb2xW19BiqQxex8zyPvXv3SnYakuz0Jdl1smApZsmqyH8bkofgm0ld81i+j3vsAEacf2a+RcdXwT/GQfG7qitRQsadviQ7fUl2+lKdWcyT+UceeYRBgwZxxx13sGrVqvZvIM6gejmGiJ1t28yYMUOy05Bkpy/JrpOtf4DUpVeTXfpOlz+UYVkExl6Eb1pd/lidruCPUFMIqz4HtYdVV9PtZNzpS7LTl2SnL9WZxTyZP3jwIH/6058oKyvjyiuvZPz48fzoRz/iyJEjXVFfQlL9Do6Ined5FBYWSnYakuz0Jdl1okP/gP3/D7wQDYF+Xf5wvufhnjiszzL7pqY8C70nQvA4rPoMeI7qirqVjDt9SXb6kuz0pTqzmCfzlmXx0Y9+lDfffJOioiLuuusuXnnlFYYPH85HP/pR3n77beWdinfy99GPfJZJX5KdviS7TtJQDmu/BEBo7Fcp7zW16x/T9/HKj+m5zN5Ohcv/AnYGHFsW/sq6HkTGnb4kO31JdvpSndlZnfUmOzubyy67jEsuuQTTNNm8eTO33XYbo0aNYsmSJZ1UYuJRvRxDxM62bS699FLJTkOSnb4ku06y4UGoOwy9xtKQ971ueUjDsgiMmqTnMnuAzLEw7YVwe+uTcLjrP5oQL2Tc6Uuy05dkpy/VmXVoMn/06FGeeeYZzjvvPK644goqKyv5xz/+QUFBAYcPH+ZjH/sYX/ziFzu71oThuq7qEkSMXNdlz549kp2GJDt9SXad4PA/Yd8fAAMu/j1Yqd3ysL7n4R47oOcy+0YjPg2jvxxuv/95qD2otp5uIuNOX5KdviQ7fanOLObJ/E033UROTg4vvfQS//Vf/8WhQ4d47bXXuPrqqwFITU3la1/7GkVFRZ1ebKLwdVx22MP5vk9ZWZlkpyHJTl+S3VlqqIC1d4Xb4+6HAZd132P7Pl5NhZ7L7Ju68FnoMxkGzAgvu+8BZNzpS7LTl2SnL9WZxbwuIDs7m6VLl3LJJZe0ep3BgwdTUFBwVoUlMtXLMUTsbNtm6tRu+Jyp6HSSnb4ku7Nkp4WPLBe+Chf8sFsf2rAsAiPPx69q6NbH7XRWClz1bwj0BsNQXU23kHGnL8lOX5KdvlTP62I+Mj9z5kymTJlyxuUNDQ388Y9/BMAwDHJzc8++ugSlejmGiJ3ruuzYsUOy05Bkpy/J7iyZAcj7Nly/MTyx70a+5+EU79N7mX2jpD6nJvK+j1FTqLaeLibjTl+Snb4kO32pzizmyfztt99ORUXFGZdXVVVx++23d0pRQsSjuro61SWIDpLs9CXZdYBTA26TI+JmQEERPoSCkEhLRkPVsPIzpP3rIlKCif1RQhl3+pLs9CXZiY6IeTLv+z5GC0vNDh48SFZWVqcUlegsS9Oz+/ZglmUxefJkyU5Dkp2+JLsO2vAQvHMhlOYrK8EwLezhE0DXs9m3xAxA9T6MhlKm7LozMVYdtEDGnb4kO31JdvpSnVnUk/nJkyczZcoUDMPgqquuYsqUKZGfCy64gOnTp0dOgifapno5hoid67ps2bJFstOQZKcvya4DjiyGPb+Bii0QKldWhu+5OId2QyJ9Z7KVDJe/jm9n0LdqNYOPvqq6oi4h405fkp2+JDt9qc4s6k/s33LLLQBs3LiR2bNnk5Fx6qyuSUlJjBgxgo9//OOdXqAQQgghohCqhjV3hNujvwwDr1RbTyLKGEnDud8ledM3GF3wXcqzb8IN9FZdlRBCiB4q6sn8Y489BsCIESO49dZbSUlJ6bKiEp3q5RgidpZlkZeXp7oM0QGSnb4kuxh9+AjU7Ie04TD5x0pLMUwLe+gY0P1s9i0IjbmPht0v0qtuF7kFP2Df2GdUl9SpZNzpS7LTl2SnL9Xzupg/M//FL35RJvJnSfVyDBE713XJz8+X7DQk2elLsovB0aWw67lw+yP/A4FeSsvxPRfnwHbwEjA7M4ktI38CwJBDvyO9erPigjqXjDt9SXb6kuz0pTqzqI7M9+3bl127dtG/f3/69OnT4gnwGpWWlnZacULEk9TUVNUliA6S7PQl2UXBqTm1vH7Uf8Hga9TWA4ABgeSE/W72E72v4Gj//yCrej22wnMTdBUZd/qS7PQl2YmOiGoy/+yzz9KrV69Iu63JvGif6uUYInaWZTF+/HjVZYgOkOz0JdlFKVQJacPAC8Lkn6iuBgDDNLEHn5OQy+wb7RzzU6xAOp6VprqUTiXjTl+Snb4kO32pntdFNZn/4he/GGnfdtttXVVLj+E4juoSRIwcxyE/P5/Jkydj21GfakLEAclOX5JdlFIHw1WLobYIkuLjK2J91yVUsAWj72jVpXSZUKA/hpV4Bzdk3OlLstOXZKcv1fO6qJ4tlZWVUd9hZmZmh4vpKWRlg34Mw2j3IyYiPkl2+pLs2uH7p5axGyak56qtpynDwEzPwu8J2fkugw7/gaSGoxwY+W3V1Zw1GXf6kuz0JdnpS3VmUU3me/fu3W6hvu9jGIbykwDoQPVyDBE7y7IYPTpxjzAlMslOX5JdOzZ+A5xamPQ0BDLav343MkwTK3t4Qi+zb5RZsZoxux7ANyxKBtxMbYbeZ6SWcacvyU5fkp2+VM/roprMv/fee11dR4+iejmGiJ3jOKxdu5Zp06bJ8ifNSHb6kuzaULIadvw3+B4MvRGGXKe6omZ81yW090OM/uNUl9LlKntfRkn/m+hf8ndG7X6IzZP+qfWJ/2Tc6Uuy05dkpy/V87qoni0zZ87s6jp6FNOM+RsBhWKmaTJ06FDJTkOSnb4ku1Z4Lqz9UngiP3Ju3E3kgfAy+97ZPWOZPbBvzI/oU/ovepevYMCxv3B84KdUl9RhMu70JdnpS7LTl+rMoprMb9q0iby8PEzTZNOmTW1ed+LEiZ1SWCJTHbqInWma5ObG0edRRdQkO31Jdq0oeBnKN0GgN0z5qepqWmSYJla/IT1imT1AMGU4RbkPMaLgCUbu+Tal/a7HtXupLqtDZNzpS7LTl2SnL9XzuqgefdKkSZSUlETakydPZtKkSWf8TJ48uUuLTRSql2OI2DmOw7JlyyQ7DUl2+pLsWuDUwKbvhtt534XkfmrraYXvuoR2fYDh9Zzz6BzMuZ+61HNIbihm+P6nVZfTYTLu9CXZ6Uuy05fqzKI6Ml9QUMCAAQMibXF2VL+DI2JnmiajRo2S7DQk2elLsmvB9p9C3WFIHwlj56mupnWGgZU9vMcsswfwrRT2jvkJeZs+zpBDv+Hg8PsJJWWrLitmMu70JdnpS7LTl+rMoprMN132IUtAzp7q0EXsGj/LJPQj2elLsjuN2wB7fhNuX/AkWMlq62mDYZqYvbN7zDL7RmX9ZnMg9yFODLhZy4k8yLjTmWSnL8lOX6rndR169J07d3LPPfdw1VVXcfXVV3PPPfewc+fOzq4tYalejiFi5zgOixcvluw0JNnpS7I7jZUE1+fDBU9B7q2qq2mT7zqEdqzpUcvsGxWe8zjVvfT92KGMO31JdvqS7PSlOrOYJ/NvvPEGeXl5rF+/ngsuuICJEyeyYcMG8vLy+Mtf/tIVNSYc1e/giNiZphk5CaTQi2SnL8muBSnZcN434/+rz0wTa8hofKNnZ5dauwvTrVFdRkxk3OlLstOXZKcv1ZnF/EWGX//613nkkUf4/ve/3+zyxx57jG984xt88pOf7LTiEpXq0EXsTNMkO1vPJZM9nWSnL8muidJ86KvP0V7DMDEz+/W4ZfZNDSl6jpF7v8vBnPvZPeIx1eVETcadviQ7fUl2+lI9r4v50Y8cOcLcuXPPuPzzn/88R44c6ZSiEl0oFFJdgohRKBRi4cKFkp2GJDt9SXYnHV0C70yBJTeFv1teA77r0LB1JYbXc5eM1qeMwPRDDCv6Oam1uzt+P65HdSi2n3q3488TGXf6kuz0JdnpS3VmMR+Zv+KKK1i+fDmjR49udvmKFSuYPn16pxWWyCzLUl2CiJFlWUydOlWy05Bkpy/JjvDkPf+hcDt9OOiybN00sUfk4bs9N7vS/nMo7XstfUsXMW7v13l//Bsx30e967GyuJY6J7bJeaptctngNFKs2J8vMu70JdnpS7LTl+rMoprM/+1vf4u0P/rRj/KNb3yD9evXc/HFFwOwevVq/vKXv/C9732va6pMMKqXY4jYmaZJ3759VZchOkCy05dkBxT+GUrXg90LztdnqbZhmJjpWT16mT2Gwd4xP6b32iX0K/sXA0vnw7BPx3QXjgd1jodtGgTM6M6TEPJ86hwPxwM68BpTxp2+JDt9SXb6Uj2vi+rRb7nllsjPV77yFUpKSvj1r3/N3LlzmTt3Lr/+9a85fvw48+bF8XfexhHVyzFE7EKhEPPnz5fsNCTZ6avHZ+fWw4ffCrfP+2b45Hea8F2Hhk1Le/Qye4D6tNEcHH4fAOftfwSc2g7dT8A0SLKi+4l20t+aHj/uNCbZ6Uuy05fqzKKazHueF9WP63btV9A89dRTGIbBAw880Ob1XnnlFS644ALS0tIYPHgwt99+OydOnIj8/oorrsAwjDN+5syZ0+w+cnJy6Nu3Lw8//HCz+9+/fz9jx46lsrKyQ/2w7Zg/3SAUs22b6dOnS3Yakuz01eOz2/lLqCmE1KEw7gHV1cTGtLDHXIhvyJLRotyHqU8eRlrwAIHdP1NdTrt6/LjTmGSnL8lOX6oz02a997p16/jd737HxIkT27zeihUrmDt3LnfccQdbt27lL3/5C+vWrePOO++MXOfNN9+kuLg48rNlyxYsy4qcib+kpIQ777yTZ555hoULF/Lyyy8zf/78yO3vvvtunn76aTIzMzvUFyPev1JInMEwDDIzMyU7DUl2+urR2QVPwNYfhtsX/ADsNLX1xMgwDMzUjPj/Cr1u4Fnp7Bn5PUJWLzBTVJfTrh497jQn2elLstOX6sw6NJmvqalhwYIF/OY3v+EXv/hFs5+uUF1dzec+9zleeOEF+vTp0+Z1V69ezYgRI7jvvvsYOXIkl19+OV/60pf44IMPItfp27cvgwYNivy8++67pKWlRSbz+/btIysri1tvvZWpU6dy5ZVXsm3bNgBeffVVkpKS+NjHPtbh/qhejiFiFwqFePvttyU7DUl2+urR2dUUQnI/6H0BjPiC6mpi5rsODRsX9/hl9o2ODvgEi6dsIjTuQdWltKtHjzvNSXb6kuz0pTqzmCfz+fn5jB49ms985jPcc889/OAHP+CBBx7gW9/6Fj/72c+6oESYN28ec+bM4eqrr273updeeikHDx5kwYIF+L7P0aNHeeONN5otoT/diy++yKc//WnS09MBGDNmDLW1teTn51NaWsq6deuYOHEipaWlPProozz33HNR1R0MBqmsrGz2A6fewXFdN/LRhKZtx3GatT3Pa7MdCoWatX3fb9b2ff+MNtCs7Xles7bjOG22Xddt1m6pH/HQp0Zn2yfDMLj22msxDEN5n5rl1OSjLY3teMipse6zfu65pyYCje1Y+wRw9dVXY9t2zH1qqieNp6YZquyTbdvMmjUrcnKZrhxPjfffUp8adUVOTTXrU6/z8W/YBjPeIuR6nfrc8z0P/2RdZ7S9xrbbrN34lXi+6+J77bUdfMMgcO6l4Pv4fpPLT+bU2D5jm3FynDdvey23T6vd8GLrU2O9rhvbeHIcp90+nd7GMGmw++DEOJ7c1jJrp0++5+J1cBvh+z7XXHMNtm33qO1eIvTJsixmzZqFZVkJ06dEzKmlPtm2zTXXXBO5biL0KRFzaqlPqsU8mf/qV7/KTTfdRGlpKampqaxevZrCwkIuvPBCnnnmmU4v8M9//jMbNmzgqaeeiur6l156Ka+88gq33norSUlJDBo0iN69e/PLX/6yxeuvXbuWLVu2NFuG36dPH15++WXmzp3LtGnTmDt3LrNnz+ahhx7i3nvvpaCggMmTJ5OXl8cbb7T+VTNPPfUUWVlZkZ+cnBwAtm7dCsD27dvZvn07AJs2bWL37vD30Obn51NQUBCpr6ioCIBVq1ZRXFwMwLJlyygpKQFg8eLFlJeXA7Bo0SKqqqoAWLBgAfX19TiOw4IFC3Ach/r6ehYsWABAVVUVixYtAqC8vJzFixcD4Y8ZLFu2DIDi4mJWrVoFQFFREWvXrgWgoKCA/Px8AHbv3s2mTZvirk8VFRWRLE6cOHHWfbJtm82bN8dVTitXrIj0cc3q1XGTE9Apz701q9dE7m/9B+s73KeDBw92qE9N9aTx1Cge+rRhwwaOHDly1n1qLaelS5dG+rtixcoz+tT43IHw+VI6O6emzuhTbRAyRnT6c88vO0L9vnDt9UeLqN4X3ifVHS6gtnAnALVFe6kt2guAe3AXvcrCtVfv20r90XC7aveHBEvC/ajcsYFQ+fFwe9s6nMoysGyyi/Lxa8PZlOUvx62rCbfXL8EPBcE79aabHwoS2hyu16+voSx/OQBOdSXlm94HIFRRRuW2deF2+XEqd2wAwCs7Qp8j26PuU23hThqO7Adg24cbYxpPq5e9B+30qWz9EvBc/FAw3AYI1rJi8btw5F/UffiTqMbTpg3hVYWh4wej6lPd4XA/vAPbOVi4P+o+NX3uvfvuu5HtQE/a7iVKnxYvXpxwfUrEnFrqU319Pe+++25C9SkRc2rrdYQKht/0bfEo9O7dmzVr1jBu3Dh69+7N+++/z4QJE1izZg1f/OIX2bFjR6cVV1RUxEUXXcSiRYu44IILgPDJ6yZNmtTqKoBt27Zx9dVX89WvfpXZs2dTXFzMww8/zNSpU3nxxRfPuP6XvvQlVq1axebNm9usZcmSJTz88MMsXbqU0aNH89prrzFo0CCmTZvG7t27yc4+8yzDwWCQYDAY+X9lZSU5OTkcPXqU7OzsyLtHlmU1azuOg2EYkbZpmpim2Wo7FAphWVakbds2hmFE2hB+J6ppOxAI4Pt+pN14AsPGduNRsdbaruvi+36k3VI/VPepoaGBt956Cwh/I4Npmh3uUygUYuHChcyePZtAIBA3OdXVOXz9ri0A/Ph3eaSnJynNqcG3Off58MqTbXf7pAXO7rkXqq4nf/TPAJi85wGSM9Ni7lN9fT0LFy7khhtuCH+ON8o+Bf0gl394OQArLliB7dk9YzyFajB+2QsA/94qHCNZWZ9c12XBggVcd911JCcnd8l4qqyso0+f8BvR5eUPk5WV1rxPVVWYJ8+P4lZU4KeldV5OdSZkEFYNoaQQVvl6zLINhHJvw05K7fRteb1v8l5RJamWQXKSHT6S6/sYlnXyqK6PYVqRo72GaVFVH6KwOsSIzBTSLR8MA8M0w0eKW2yHj1yXb1jGkdyp5PROp1eyHT5CbVoYhhFp19XCdWPCf4R3dlfjmiEKaz1yMwJk2D6GZYePgnveme0mtVfVOxyoCpKblUq6Tbt98j2XBhfqPZg+KIWMgBX1eCqva2D5kVrSAjYB3DP6BITfpGjSDmFRG3K5ImkzvZZOxzeTcK7fTiDrnDbHU1XQYfnRelJMSDJpt09gEPINahtCzBySQWZKIOZtRG1tLe+++y433HADQM/Y7iVIn0KhEP/85z+5/vrrCQQCCdGnRMyppT5BeBJ5zTXXkJaWlhB9SsScWurT8ePHGTRoEBUVFR0+n9rZiPn0e4FAILJMfODAgRw4cIAJEyaQlZXFgQMHOrW49evXc+zYMS688MLIZa7rsmzZMp577jmCwSCW1fxMuU899RSXXXZZ5Az0EydOJD09nenTp/ODH/yAwYMHR65bW1vLn//8Z77//e+3WUcwGOQrX/kKf/rTn9izZw+O4zBz5kwAxo4dy5o1a7jpppvOuF1ycjLJycktXg40q71pu+lZEaNpBwKBDrUNw4i0G5/Y0bZbqz3e+tSocSLf0T6ZpskNN9wQGegq+9S0drvp3/hkW2VOTVYsn/yWiLN77tlWk8c92Y61T8nJyWdkF1WfTh0wbLGvHe1T3I+nJn8j1X0yDCOS3Vn1idZzanqd1rYRzeq1o38eRpNNUwHbhvyvQckqArVFMOmpDvWpzWxCHoZpYljhy40m/Wvetpq3jZOTxib9a71tg+8TOH8GXo2LYZinLm96HZqfH88wjJOXN5xsWycvN6Gx3qbt02r3T9YcbZ8M3wfPw7JsrJP3Ge3YaqtPAJzedv1wnwZcAtkzMY4tJbDjafjI79rMzGocC6aJYRnt9gkIP5ZpYZ78+8W6jUhNTW1xm5nQ270E6VMgEGiWXSL0qbV2ovXJ9/1m+7tE6BMkXk4t9SklRe2JTWNeZj958uTIyeSuvPJKHn30UV555RUeeOABzj///E4t7qqrrmLz5s1s3Lgx8nPRRRfxuc99jo0bN54xkYfwBL3piy84FfTpixD+93//l2AwyOc///k263jiiSe4/vrrmTJlSrPPb0D4cxWN7wqJxNY0d6EXyU5fPSq7ojehZBVYaTD2XtXVnD23B2UXLcOAC05+S8G+30PVHrX1tKJHjbsEI9npS7ITHRHzZP7JJ5+MHN1+4okn6NevH3fffTfHjh3jd7/7XacW16tXL/Ly8pr9pKen069fP/Ly8gB45JFHmDt3buQ2N910E2+++SbPP/88+/btY+XKldx3331MmzaNIUOGNLv/F198kVtuuYV+/fq1WsPWrVt5/fXXI0fvx48fj2mavPjii8yfP58dO3YwderUmPolg1U/juOwaNEiyU5Dkp2+elR2XgNs/Ga4PeFrkDak7evHO88ltG0Vhi9vdp9hwGUw5AbwXdj0mOpqztCjxl2Ckez0JdnpS3VmMS+zv+iiiyLtAQMGRE4GoEpxcXGz5f233XYbVVVVPPfcc3zta1+jd+/ezJo1ix/96EfNbrdr1y5WrFgROYFBS3zf56677uLZZ5+NnOk+NTWVl156iXnz5hEMBnnuuecYOnRoTDU3XbIh9BAIBLj55ptVlyE6QLLTV4/KruA3UL0HUgbChIdVV3PWDMsmadIs/KoG1aXEp4k/gMMLoPA1OO8R6J2nuqKIHjXuEoxkpy/JTl+q53UxT+YbHTt2jJ07d2IYBuPGjWPAgAGdWVerlixZ0uz/L7300hnXuffee7n33raXKI4dO/aMZfenMwyDlStXnnH5jTfeyI033thura2J8ZyDIg74vk9VVRW9evVq9hlCEf8kO331mOzSymHXyXO3nP89CPRSWk5n8H0fr64afHnzukV9J0POJ6DoDdj0XZjxV9UVRfSYcZeAJDt9SXb6Uj2vi3mZfWVlJV/4whcYOnQoM2fOZMaMGQwZMoTPf/7zzb4KTLRO9XIMETvHcVi+fLlkpyHJTl89JrubnoaGE5A5AUbdobqazuG5OLvXyzL7tkz8PmSOh+G3qq6kmR4z7hKQZKcvyU5fqjOLeTJ/5513smbNGv7xj39QXl5ORUUF//jHP/jggw/4r//6r66oMeGoXo4hYhcIBJgzZ45kpyHJTl89Jrs1n4L+s2Dyj8Hs8IK5uGJYNkkTZ+InSH+6RNYEmLMNRnxadSXN9Jhxl4AkO31JdvpSnVnMe9n58+ezcOFCLr/88shls2fP5oUXXuC6667r1OISled5qksQMfI8j/Lycnr37n3GtyWI+CbZ6avHZLd/Clz6L0hXXUjn8X0Pr6YCfLVf2RP34nA5bY8ZdwlIstOXZKcv1fO6mJ8t/fr1Iysr64zLs7Ky6NOnT6cUlejkq+z047ou69atk+w0JNnpq0dlZxhxObHrMM/D2b9FltlHw22AXb+C5Z+AODinTo8adwlGstOXZKcv1ZnFPJn/zne+w4MPPkhxcXHksiNHjvDwww/z3e9+t1OLS1Sql2OI2AUCAWbPni3ZaUiy01fCZ7flQfj8A5B1RHUlnc6wbJLOu0yW2UcjWAL5D0HR/8Hhf6quJvHHXQKT7PQl2elLdWZR7WUnT57c7MyKu3fvJjc3l+HDhwNw4MABkpOTOX78OF/60pe6ptIEono5hoid53mUlJTQv39/Wf6kGclOXwmdXc0B2PccXB+CDz4GDFJdUafyfQ+v8gSQobqU+Jc2BMbeA9ufgU3fgSHXgaHu+Z7Q4y7BSXb6kuz0pXpeF9Vk/pZbbuniMnoW1aGL2Hmex5YtW5gxY4ZsZDUj2ekrobPb+hT4IdgyC3bMUF1N5/M83MN7MAZPVF2JHiZ8A3b/FsryoehNGP4JZaUk9LhLcJKdviQ7fame10U1mX/ssce6uo4exbZl2aFubNtm1qxZqssQHSDZ6Sths6s5APteDLf/mpj7V8OyCYz/CH5Vg+pS9JDSH8Y/CFu+F/7e+WH/AaalpJSEHXc9gGSnL8lOX6rndR1+62f9+vX86U9/4pVXXiE/P78za0p4qt/BEbHzPI9Dhw5JdhqS7PSVsNltfQq8UPjr6BLxqDzgex5e+THwEyy7rjThQUjqC5U7YP+flJWRsOOuB5Ds9CXZ6Ut1ZjFP5o8dO8asWbOYOnUq9913H/fccw8XXnghV111FcePH++KGhOO6tBF7DzPY+/evZKdhiQ7fSVkdk2Pyo9LzKPyAPg+7rEDGHFwdnZtBDLh3G+E25u/B56aMyQn5LjrISQ7fUl2+lKdWcyT+XvvvZfKykq2bt1KaWkpZWVlbNmyhcrKSu67776uqDHhqF6OIWJn2zYzZsyQ7DQk2ekrIbPb9qPwUfmBs6B/Yh6VBzAsi8DYi/AVLRXX1th7IPezMP0vSpfZJ9y46yEkO31JdvpSnVnMk/l33nmH559/ngkTJkQuO/fcc/nVr37FP/+p/itVdKD6HRwRO8/zKCwslOw0JNnpKyGzy/sOjHsAzn9cdSVdyvc83BOHZZl9rOw0uOwV6HuhshISctz1EJKdviQ7fanOLObJvOd5LX6fXiAQUN4ZXcjfST/yWSZ9SXb6SsjsUgfDhc9C9nTVlXQt38crPybL7M+WW9/tD5mQ466HkOz0JdnpS3VmMU/mZ82axf3338/hw4cjlx06dIivfvWrXHXVVZ1aXKJSvRxDxM62bS699FLJTkOSnb4SKjvPUV1BtzIsi8CoSbLMvqNC1fDBfaQtGIPtVHbrQyfUuOthJDt9SXb6Up1ZzJP55557jqqqKkaMGMGoUaMYPXo0I0eOpKqqil/+8pddUWPCcV01J7URHee6Lnv27JHsNCTZ6Suhslt/H7x3PZRtUl1Jt/A9D/fYAVlm31FWChxZhFl/mJHFz3frQyfUuOthJDt9SXb6Up1ZzJP5nJwcNmzYwPz583nggQe47777WLBgAevXr2fYsGFdUWPC8WXZoXZ836esrEyy05Bkp6+Eya6mCPb+DxS/Aw2lqqvpHr6PV1Mhy+w7yrTh/O8DcM7h57Cd8m576IQZdz2QZKcvyU5fqjOLaV2A4zikpKSwceNGrrnmGq655pquqiuhqV6OIWJn2zZTp05VXYboAMlOXwmT3baT3yuffQUMvEJ1Nd3CsCwCI8/Hr2pQXYq+hn8Cd3MegcotDDv0Ww6f881uediEGXc9kGSnL8lOX6rndTEdmbdtm9zcXOXLCXQnfz/9uK7Ljh07JDsNSXb6SojsGo/KA5yfwN8rfxrf83CK98ky+7NhmIQmPALA8EO/wnKquuVhE2Lc9VCSnb4kO32pzizmZfbf+c53eOSRRygt7SFLBYU4qa6uTnUJooMkO31pn922p6M6Kl/velSHYvupd+N5ouxDKAiyZDTC9X1qYsy4YtDHqU4ZTcApY/Ch/+m2WrUfdz2YZKcvyU50RMzrAn7xi1+wZ88ehgwZQm5uLunp6c1+v2HDhk4rLlFZlpzdVzeWZTF58mTVZYgOkOz0pX12MRyVf/9ILTVJsU3OU22TywankWLF/L58lzNMC3v4BJBl9gA4ns+xOpdVR2oJxBBXyPPpk/0AVxy4h8GHX+Dg8PvB6Nq8tR93PZhkpy/JTl+q53UxT+ZvvvlmDMPoilp6DNXLMUTsXNdl+/btTJgwQfmgFbGR7PSlfXa7fw1eQ1Sfla93POwUg4AZ3f415PnUOR6OB8Thn8b3XJxDeyAjR3UpccHzwxN62wy/CRMt3/HYmfVxhgw/QmnO7V0+kYcEGHc9mGSnL8lOX6rndTFP5h9//PEuKEMIIYRIMOc/DukjoPf5UV09YBokWdG/We54soRdN7YRW8YNroFnBNib83UykuJvBYYQQgi1ot4z1NbWMm/ePIYOHUp2djaf/exnKSkp6craEpa846Yfy7LIy8uT7DQk2elL++ysZBjzJRhwqepKup1hWthDx4ApE9DOZoe69pxF2o+7Hkyy05dkpy/VmUW9l33sscd46aWXmDNnDp/+9Kd59913ufvuu7uytoSlejmGiJ3ruuTn50t2GpLs9KVtdqEq8BzVVSjley7Oge3gaZZdHEuuLyJv441M/uByDC/UZY+j7bgTkp3GJDt9qc4s6mX2b775Ji+++CKf/vSnAfj85z/PZZddhuu6yt+REKI7pKamqi5BdJBkpy8ts9v4CBS/Axf9CobMVl2NIgYEkkHOsdNpQoH+pFdvJSl0nOyjf+bo4C902WNpOe4EINnpTLITHRH1kfmioiKmT58e+f+0adOwbZvDhw93SWGJTN780I9lWYwfP16y05Bkpy8ts6s9CHtfgOq94WX2PZRhmtiDz+mWE7b1FJ6VGj6bPZBT+Az4XXM0SMtxJwDJTmeSnb5UZxb1XtZ1XZKSkppdZts2jtOzlxJ2hPzN9OM4DuvWrZPsNCTZ6UvL7LY+ffIM9jPbPYN9IvNdl1DBZgxZZt+piofcScjuS2rdXgYc+78ueQwtx50AJDudSXb6Up1Z1Mvsfd/ntttuIzn51JGG+vp6vvzlLzf7rvk333yzcytMQPLVfvoxDIM+ffpIdhqS7PSlXXaNR+UhfCb7nswwMNOz8HXJThOencGhnHmMKHiCnP0/5nj2Jzp99YN2405ESHb6kuz0pTqzqCfzX/ziF8+47POf/3ynFtNTqF6OIWJnWRajR49WXYboAMlOX9plJ0flIwzTxMoeDlUNqktJOIeHfZlhRb8gvXYH/Ur+zokBN3fq/Ws37kSEZKcvyU5fqud1UU/m//CHP3RlHT2K6uUYInaO47B27drIuSKEPiQ7fWmVXV0x7P2fcPv8x9TWEgd81yW090OM/uNUl5JwXDuLw0O/xPDCHzOw+JVOn8xrNe5EM5KdviQ7fame18mzRQFTvndXO6ZpMnToUMlOQ5KdvrTK7sBfwAtC/0sh+wrV1ahnGJi9s2WZfRc5lDOP+tQRHBv4mU6/b63GnWhGstOXZKcv1ZnJZF4B1aGL2JmmSW5uruoyRAdIdvrSKrux90LvC8JnsJcJbHiZfb8hssy+iziBfhwdPLdL7lurcSeakez0JdnpS/W8TmaVCqhejiFi5zgOy5Ytk+w0JNnpS6vsDAMGzoT+F6uuJC74rkto1wdyNvtuYHghkoLFnXZ/Wo070Yxkpy/JTl+qM5PJvAKq38ERsTNNk1GjRkl2GpLs9KVFdqFqCJ5QXUX8MQys7OGyzL6LZZa/z0VrJjF+622ddp9ajDvRIslOX5KdvlRnJs8YBVSHLmInn2XSl2SnLy2y2/0reDsXdvxcdSVxxTBNzN7Znf61aaK5+pThJAWLyapYSWb5ik65Ty3GnWiRZKcvyU5fqjOTZ4wCqpdjiNg5jsPixYslOw1JdvqK++ycOtjxU3BqIKm36mriiu86hHaskWX2XawhZShHB4e/Jnj4/h9HLnd9n5qQR3WMP/WuF//jTrRKstOXZKcv1ZnJCfAUUP0OjoidaZrk5eVJdhqS7PQV99ntfRHqj0H6CBjxWdXVxBfTxBoyGl+OGXS5ouEPMqj4ZfqULaZXxTqOpl3IsTqXVUdqCcT450+1TS4ZmBLf4060Ku63maJVkp2+VGcmzxgFVIcuYmeaJtnZ2ZKdhiQ7fcV1dm4DbD95JPTcr4MZUFtPnDEMEzOzn5zZvxsEU0dw9ORX1OUU/hjPB8fzsc3w5DzaH9s0qHM8POJ43Ik2xfU2U7RJstOX6szkGaNAKBRSXYKIUSgUYuHChZKdhiQ7fcV1dvv/BLVFkDoYzrlddTVxx3cdGrauxPBkyWh3OJj7NXxM+p34J5nVHwJgGwZJVvQ/ATP8xovjOPE77kSb4nqbKdok2elLdWYymVfAsizVJYgYWZbF1KlTJTsNSXb6itvsPBe2PR1uj/8aWClq64lHpok9Ig/fiLPsElRd2hiOZ38cgOzSBWd1X6Zpxue4E+2K222maJdkpy/Vmcln5hVQvRxDxM40Tfr27au6DNEBkp2+4ja70vVQXQBJfWH0l1RXE5cMw8RMz4KqBtWl9BiFI79N8dC7OJz2kbP6u8ftuBPtkuz0JdnpS/W8TmaVCqhejiFiFwqFmD9/vmSnIclOX3GbXf9p8NG9cOkrEMhQXU1c8l2Hhk1LZZl9N6pPG01l70vO+n6ceB13ol1xu80U7ZLs9KU6Mzkyr4Bty59dN7ZtM336dMlOQ5KdvuI6u/Th4R/RMtPCHnMhfkiWjKqQ4pSQ3GBC0pCYb2vF87gTbYrrbaZok2SnL9WZyZF5BQw5u692DMMgMzNTstOQZKevuMvO96Fyl+oqtGAYBmZqhpzNXoGhR//E57dPYUzhDzp0+7gbdyJqkp2+JDt9qc5MJvMKqF6OIWIXCoV4++23JTsNSXb6irvsSpbAP8bBik+HJ/aiVb7r0LBxsSyzV6AmdQwBv5ahx18jqf5gzLd34m3ciajF3TZTRE2y05fqzGQyr4Dq5RgidrZtc+2110p2GpLs9BV32e36SfjflAFyxLk9pkXg3EvlbPYKlGd+hEPpl2H6IYYd+FnMt7fibdyJqMXdNlNETbLTl+rMZDIvRJRUD1bRcZKdvuImu9FAyTIwbJjwsOpq9GDFSXY90PrsBwEYVPwSgYZjMd8+bsadiJlkpy/JTnSETOYVcBxZdqgbx3FYsGCBZKchyU5fcZXdLSf/HTlXTnwXDc8ltHkZhu+qrqRHOpQxg/KMC7G8eoYW/Sqm27rxNO5ETOJqmyliItnpS3VmMplXQN55049t29xwww2SnYYkO33FTXa5wGQAE879ptpadGFaBM6fIcvsVTEM9g4LryAZfOh32KGyqG9qxcu4EzGLm22miJlkpy/VmclkXogoqX7nTXScZKevuMjuoyf/HfoxyByjtBStuHGQXQ92rO911KSfi+kF6VWxJqbbxsW4Ex0i2elLshMdEdeT+eeff56JEyeSmZlJZmYml1xyCf/85z/bvE0wGOTb3/42ubm5JCcnM2rUKH7/+983u055eTnz5s1j8ODBpKSkMGHCBBYsWBD5/SuvvEJOTg59+/bl4YebfzZy//79jB07lsrKyg73SwarfhzHYdGiRZKdhiQ7fcVFdqEqGHeyPfYhdXXoxnMJbVsly+xVMkx2Tfgt6y7ZQln/66K+mRsP4050SFxsM0WHSHb6Up1ZXK/lGDZsGE8//TSjR48G4OWXX+bmm28mPz+f8847r8XbfOpTn+Lo0aO8+OKLjB49mmPHjjX7Izc0NHDNNdeQnZ3NG2+8wbBhwygqKqJXr14AlJSUcOedd/LSSy9xzjnnMGfOHK644grmzJkDwN13383TTz9NZmZmh/sVCAQ6fFuhRiAQ4Oabb1ZdhugAyU5fcZFdoBd8FcgDbs5TW4tGDMsmadIs/KoG1aX0aNW9Jsd8Gzsexp3okLjYZooOkez0pXpeF9eT+ZtuuqnZ/3/4wx/y/PPPs3r16hYn8++88w5Lly5l37599O3bF4ARI0Y0u87vf/97SktLWbVqVeSPn5ubG/n9vn37yMrK4tZbbwXgyiuvZNu2bcyZM4dXX32VpKQkPvaxj51Vv3z5fmLt+L5PVVUVvXr1wpCvpNKKZKevzsqu3vVwvJZ/VxM69YvqkIff5P+2CSkAISC/ww/fZVzfb1Z/NGpCHm437IJ838erqwY/vt+8jue/YWdLr/qQ2vTx+GZym9fzfZ/KykrZZmpI9nf6kuz0pXpeF9fL7JtyXZc///nP1NTUcMkll7R4nb/97W9cdNFF/PjHP2bo0KGMHTuWhx56iLq6umbXueSSS5g3bx4DBw4kLy+PJ598EtcNLwUcM2YMtbW15OfnU1payrp165g4cSKlpaU8+uijPPfcc1HXHAwGqaysbPbTeHljnxoft2nbcZxmbc/z2myHQqFm7cYnVWPb9/0z2kCztud5zdqNqxlaa7uu26zdUj/ioU+NzrZPwWCQ5cuXEwwGlfepWU7uqSWsje14yKmx7rN+7jX5zG1jO9Y+BYNBli1bhuM4MfepqZ40nppmqLJPjuOwbNkyGhoaOtynOsdlxeEa3jtQzpJD1bx3sKpJu5JlRRWR/i4rqohc/t6BCj7cvZrahlNHlrsip6Z818H3vSZtv1nb9/1IO+R6HK8OsupI7Rl9ar1dwaojNRyrbSAUCvfD9zz8kzX6nofvNbbdZm0idbn4XnttB98N4exej+k2tNunSP9P9u/Mttdy+7TaDc9t8fLW+hRyXI7Vuaw6XMV7RZXhv9OBiubtg43t8kh71aEKjtWGcDy/3Zya9oMO9KnVdit9aszA8JpnM3r7V5jywWUMPPTH5jn5Z7aD9fWRbWZP2u4lQp9CoRDLli1r9n/d+5SIObXUp8b9XeOcJRH6lIg5tdSn+vp6VIr7yfzmzZvJyMggOTmZL3/5y/z1r3/l3HPPbfG6+/btY8WKFWzZsoW//vWv/OxnP+ONN95g3rx5za7zxhtv4LouCxYs4Dvf+Q7//d//zQ9/+EMA+vTpw8svv8zcuXOZNm0ac+fOZfbs2Tz00EPce++9FBQUMHnyZPLy8njjjTfarP2pp54iKysr8pOTkwPAzp07Adi+fTvbt28HYNOmTezevRuA/Px8CgoKAFi7di1FRUUArFq1iuLiYgCWLVtGSUkJAIsXL6a8vByARYsWUVVVBcCCBQuor69v9nUX9fX1kfMDVFVVsWjRIiB8HoHFixcD4Y8aLFu2DIDi4mJWrVoFQFFREWvXrgWgoKCA/Pzwoardu3ezadOmuOtTRcWpF+knTpw4qz7t2bOHOXPmsH379rjKaeWKFZE+rlm9Om5yAjrlubdm9amTNq3/YH2H+rR582bGjx9PIBCIuU9N9aTx1Eh1nwKBAJmZmZF+dKRPwQaHuro6vC3LSbVNkp06vG2rwu1gDf7uD06FvG8jqbZJUvUJkvYs5qL8WViLL4SM8K/379/f6Tk1Vbt1NU51+E3fsvzluHU14fb6JfihIHguZeuXgOfiNQQZsO99bJMz+7RzbbgftRWwZ0OkTxRsxDYNkiqO0lCwGYD6o0VU79sKQN3hAmoLw/un2qK91BbtBcA9uIteZeHaq/dtpf5ouF21+0OCJeF+VO7YQKj8eLi9bR1OdRVJE2cy4OCH+LVVbfapkR8KEtocfl759TWU5S8HwKmupHzT+wCEKsqo3LYu3C4/TuWODQB4ZUfoc2R71H2qLdxJ6Mh+HM/HPLgdu+wwqbaJcWALgcqjpNomFGwkqfpEuL1nA0m1FaTaJubudRh1lXh++zn5oWC4DdihWkJbV0bdp2BJMc7+cE5eycGo+lR3OPx8631sF17JwUhOFQwDYMi+H+OUFUdyClWEz3Jfvul9vJpwTquXL2HGjBkEAoEetd1LhD4ZhoHruhiGkTB9SsScWupTIBBgxowZvPfeewnTp0TMqaU+rVwZ3q6rYviq1wa0o6GhgQMHDlBeXs7//d//8T//8z8sXbq0xQn9tddey/Llyzly5AhZWVkAvPnmm3ziE5+gpqaG1NRUxo4dS319PQUFBVhW+CtzfvrTn/KTn/ykxRdXAEuWLOHhhx9m6dKljB49mtdee41BgwYxbdo0du/eTXZ2dou3CwaDkaPwAJWVleTk5FBSUkK/fv0i7x5ZltWs7TgOhmFE2qZpYppmq+1QKIRlWZG2bdsYhhFpQ/idqKbtQCCA7/uRtud5uK4baXueh23brbZd18X3/Ui7pX6o7lNDQwNvvfUWALfccgumaXa4T57nRZY/maYZNznV1Tl8/a4tAPz4d3mkpycpzanBtzn3+fDysG13+6QFzu65F6quJ3/0zwCYvOcBkjPTYu5TQ0MDlZWV9O3bF8/zou5T0A9y+YeXA7DighXYnt0zxlOoBuOX4XOI+PdW4RjJyvoE4Tfi+vTpg23bHepTvW+y5FA1qaZPclI4JzwXw7LxfY+66iDXjQt/D/c7O+eR1isV3/MYvuc7jDj0C5ze07DnhF9YuBUV+GlpnZdTnRl5o+CfWysJpHskBSwMwwwfqTUtDMOItIHw5Ne0qG7wOFBZR25WGukBo1mf8Lwz254Hvk+Na7C/sp7c9AC9UgORyw3LOnnE1scwrcjRXsO0qKoPUVgdYkRmCumWD4aBYZrhI8Utth18A6orqigK2QzPSqVXst1in+pq4box4T/CO7urcc0QhbUeuRkBMmw/qj4ZlkVVvcOBqiC5Wamk27TbJ99zqW7wKaxxyE23yEiy2u0TpolhmFTVNVBY4zIiM5l0y2szp8Z2jWuyvzJIbrpFr9SkqPrkex7VQZfCWpfcdJuMgNFun8CgxoHCijqG90qmV4qN77qYXh3T1uSRFCphx/jfcXzwZ5v1yXcdGnyDehcuHRDAr6+lT58+uK7bM7Z7CdInz/M4ceIE/fr1i9xW9z4lYk4t9cmyLMrKyiIHMBOhT4mYU0t9Ki0tZcCAAVRUVJzVOdU6Ku6PzCclJTF69GguuuginnrqKS644AJ+/vOft3jdwYMHM3To0MhEHmDChAn4vs/Bgwcj1xk7dmxkIt94nSNHjkSWcjYVDAb5yle+wm9/+1v27NmD4zjMnDmTcePGMXbsWNasaf3rXpKTkyNn4m/8acqyrEgdTdu2bTdrN76oba0dCASatRs/a9PYNgzjjDbQrG2aZrN24xO3tbZlWc3aLfUjHvrU6Gz7BLBu3bpm/4+LnJo8jxvb8ZBTY91n/dyzTp3Wo7Eda58Mw2D9+vWRF6Wx9KmpnjSemmaosk+u67Jhw4bI0rez6ZNx8vnTvG1iNBlDje2AW86wI+FvQQmNPnUG+67IqSnDsjEMs0nbaNZurL2x7Zut9amFttmkr0363fRywzQxzMa21axNpK7wpLftto3hg7N/S3gy3E6fIv1vM6e2+2SYJr4ZW58i9ZpR9qlJPzitH23l1FgvHehTrDk11uuf1ic/kMGhnHsAyDnwU/C9Fp5v4bZpWnzwwQeRF909ZbuXCH3yPI/8/Hw8z0uYPiViTi31yXVdPvjgg8jtEqFPiZhTS31SfY6DuJ/Mn873/WZHu5u67LLLOHz4MNXV1ZHLdu3ahWmaDBs2LHKdPXv2RD4j0XidwYMHk5SUdMZ9PvHEE1x//fVMmTKl2Wc3IPyZisZ3hGKh+qyHInaBQIDZs2dLdhqS7PSlKrshB5/HdqupSDsfd8Dsbn3sRGFYNknnXRZ5w0GoVzz0v3DsLNJrd9Cv5O+tXs+2bdlmakr2d/qS7PSlOrO4nsx/61vfYvny5ezfv5/Nmzfz7W9/myVLlvC5z30OgEceeYS5c+dGrv/Zz36Wfv36cfvtt7Nt2zaWLVvGww8/zH/+53+SmpoKhL9a7sSJE9x///3s2rWL+fPn8+STTzb7XH2jrVu38vrrr/P9738fgPHjx2OaJi+++CLz589nx44dTJ06NeZ+NX0jQejB8zyOHTsm2WlIstOXiuwsp5IhB58HYM+wr0WOwIrY+L6HV3kC4vuTfD2Ka2dxeOhdAOQUPtNqNrLN1Jdkpy/JTl+qM4vryfzRo0f5whe+wLhx47jqqqtYs2YN77zzDtdccw0QPmHCgQMHItfPyMjg3Xffpby8nIsuuojPfe5z3HTTTfziF7+IXCcnJ4dFixZFzlJ/3333cf/99/PNb36z2WP7vs9dd93Fs88+S3p6OgCpqam89NJLfP/73+eOO+7gueeeY+jQoTH3S3XoInae57FlyxbJTkOSnb5UZDf40AsEnHJqUsdS3O+j3fa4CcfzcA/vwfBl3MWTQ8Pm4ZppJAWPkBQ81OJ1ZJupL8lOX5KdvlRnFtfr31588cU2f//SSy+dcdn48eN5991327zdJZdcwuqTZ/5ujWEYLZ6d8MYbb+TGG29s87btafz8h9CHbdvMmjVLdRmiAyQ7fanILrMifIbx/cMfAsNq59qiNYZlExj/EfyqM89FI9RxkvqzedLfqe41qdXvm5dtpr4kO31JdvpSPa+L6yPziUr1Ozgidp7ncejQIclOQ5KdvlRkt+38v7Bp0j84mv3JbnvMROR7Hl75scj304v4UZX1kVYn8iDbTJ1JdvqS7PSlOjOZzCugOnQRO8/z2Lt3r2SnIclOX0qyMwwq+lyBb8gKqrPi+7jHDmDIZ+bjl++SVbb0zItlm6kt2d/pS7LTl+rMZDKvgOrlGCJ2tm0zY8YMyU5Dkp2+ujO7KSMOYzuVXf44PYVhWQTGXhT5ujgRXwwvyIVrpzFx4xwyqvKb/c6Sbaa2ZH+nL8lOX6ozk8m8AqrfwRGx8zyPwsJCyU5Dkp2+uis723L5vwdeZ/rGifSqWNulj9VT+J6He+KwLLOPU76ZTFWvyQDkFP6k2e9km6kvyU5fkp2+VGcmk3kFVIcuYiefZdKXZKev7sruc5dtYsSACjwjmZqM87v0sXoM38crPybL7OPYwdwHAeh//G+k1WyPXO7LNlNbsr/Tl2SnL9WZyWReAdXLMUTsbNvm0ksvlew0JNnpq1uy812+9dHlABQOnodnpXbdY/UghmURGDVJltnHsdr0cynpfxMAwwp/Grnckm2mtmR/py/JTl+qM5PJvAKu66ouQcTIdV327Nkj2WlIstNXd2Q3qPQtxg4u5URVKkUDb++yx+lpfM/DPXZAltnHuaLchwHIPva/pNQVAODJNlNbsr/Tl2SnL9WZyWReAV+WHWrH933KysokOw1Jdvrq8ux8j5GHwkckf/bOxbhWr2a/dn2fmtCpyWh1yGv3p6LBiep6jT+nHqtruqiM7+PVVMgy+zhXnTmFsj5XYfguuQd/BoCPbDN1Jfs7fUl2+lKdmazlUED1cgwRO9u2mTp1quoyRAdIdvrq6uz6lcynV912KmqT+eWiaUxv8jvH8zlW57KmJshHT162/HA1blrrO23X9ykNevRNtrCM9h/fqoXryQTgeJ3DkF4BkqK5oQYMyyIw8nz8qgbVpYh2HBjxMH3K/k1a7R7wPSxLtpm6kv2dviQ7fame18mReQVUL8cQsXNdlx07dkh2GpLs9NXV2aXVbMPD4rlF06iobf5Zec8PT+jtJnvJFNsktY0f0zCodzxMgzav1/iT0uTOHc/HS6ADMr7n4RTvk2X2GqjsfTn5Fy4jf+I/wDDxZJupLdnf6Uuy05fqzOQQsRBRqqurU12C6CDJTl9dmV3RiG9QlHkLP/3S661exzZOHSlPsgy8No6cN7hG5DbRHGFP7HPD+RAKgiwZ1UJ15pSTn/Xw8ZFtps4kO31JdqIjZDKvgGUl9Cu4hGRZFpMnT1ZdhugAyU5f3ZFdXcpISqvTuvQxeiLDtLCHTwBZZq+VQKiUpJKdTJ48W3UpogNkf6cvyU5fqud1ssxeAdXLMUTsXNdly5Ytkp2GJDt9dVV2adVbSa3Z0an3KZrzPRfn0G6Q70zWRmrtbmZtmEjKyo+zfeNy2WZqSPZ3+pLs9KU6M5nMCyGE6FHO2fNNLlw7lYGHX1JdihBxoy51NLUpIzHcGvqV/D/V5QghhIiCTOYVUL0cQ8TOsizy8vIkOw1Jdvrqiux6VaylT9l7+IZFed9ZnXa/ojnDtLCHjgFTXmZowzDYNewbAGSX/hnLqVBckIiV7O/0JdnpS3VmspdVQPVyDBE713XJz8+X7DQk2emrK7LLKfwJAMcGfZZgyvBOu1/RnO+5OAe2gyfjTidH+87BzZoIThXe9p+qLkfESPZ3+pLs9KU6M5nMCxGl1NTU9q8k4pJkp6/OzC696kP6nfgnPiZFwx/stPsVLTEgkAxG+2f1F3HEMAiO/1a4ufuX0FCuth4RM9nf6UuyEx0hk3kFVC/HELGzLIvx48dLdhqS7PTV2dk1HpU/nv1x6tNGd8p9ipYZpok9+Bww5GWGbrycj0NWHkaoEnb+XHU5Igayv9OXZKcv1ZnJXlYBx3FUlyBi5DgO69atk+w0JNnpqzOzS6/ZQf/jbwNQlPvQWd+faJvvuoQKNmPIMnvtuJ7HntTP4Bs2hCpVlyNiIPs7fUl2+lKdmXzPvAKGLDvUjmEY9OnTR7LTkGSnr87MLrV+L06gDxVZl1GbcV4nVCfaZBiY6Vn4Mu60Y2BAzsfxLvo0VuY5qssRMZD9nb4kO32pzkwm8wqoXo4hYmdZFqNHy7JcHUl2+urM7Er6zWHtxduwXTnS2B0M08TKHg5VDapLETEyLYvRY8apLkN0gOzv9CXZ6Uv1vE6W2SugejmGiJ3jOKxatUqy05Bkp6/Ozs6zM2hIHtIp9yXa5rsuob0bZZm9htzTx135Zih6S2lNIjqyv9OXZKcv1ZnJZF4BU753VzumaTJ06FDJTkOSnb46IzujtoiBpQvA9zuxMtEuw8DsnS3L7DVkNB13R5fCgomw5g4IVakuTbRD9nf6kuz0pTozecYooDp0ETvTNMnNzZXsNCTZ6aszsgvs/AlTd3yG8bvv78TKRHsM08TqN0TOZq+hZuNuwGXQaww0lMLuX6suTbRD9nf6kuz0pTozecYooHo5hoid4zgsW7ZMstOQZKevs86u9iCBfS8AcHTAxzuxMtEe33UJ7fpAltlryG067kwbzvtO+BfbnwGnRm1xok2yv9OXZKcv1ZnJZF4B1e/giNiZpsmoUaMkOw1Jdvo66+y2PonhNXAi8zLKes/o3OJE2wwDK3u4LLPXkHH6uBvxWcgYBcES2P282uJEm2R/py/JTl+qM5NnjAKqQxexk88y6Uuy09dZZVdTCHv/B4CdOd8CmVR2K8M0MXtnyzJ7DZ0x7kwbzvt2uL39J+DUqitOtEn2d/qS7PSlOjN5xiigejmGiJ3jOCxevFiy05Bkp6+zym7LE+CFcLKvojTr8s4vTrTJdx1CO9bIMnsNtTjuRn4e0kdC/THY81t1xYk2yf5OX5KdvlRnJpN5BVS/gyNiZ5omeXl5kp2GJDt9dTi7qr2w7yUAGs57vNPrElEwTawho/HlyLx2Whx3ZgDO+xakZIPdS11xok2yv9OXZKcv1ZnZSh+9h1IduoidaZpkZ2erLkN0gGSnrw5nFyqH3udDyiC8/pfCoepOr020zTBMzMx+UNWguhQRo1bH3TlfDH9+3k7r/qJEVGR/py/JTl+q53Uyq1QgFAqpLkHEKBQKsXDhQslOQ5KdvjqcXd8L4br1cNmrXVOYaJfvOjRsXYnhyZJR3TiO0/K4MwMykY9zsr/Tl2SnL9WZyWReAcuyVJcgYmRZFlOnTpXsNCTZ6eussjNMSOrT+UWJ6Jgm9og8fEPGnW5M02x73PkeHPg/OPCX7i1MtEv2d/qS7PSlOjOZzCugejmGiJ1pmvTt21ey05Bkp6+Ys6vYBlufhpAsq1fNMEzM9Cz5FgENtTvu9r8KKz4B678KbrB7ixNtkv2dviQ7fanOTJ4xCqhejiFiFwqFmD9/vmSnIclOXzFnt/lx+PAR+OCeLq1LtM93HRo2LZVl9hpy2ht3wz8JqUOh7hDs+333FifaJPs7fUl2+lKdmUzmFbBtOe+gbmzbZvr06ZKdhiQ7fcWUXdmHJ5f9GjDha11em2iHaWGPuVCW2WvIam/cWclw7jfD7a1PgSsnOYwXsr/Tl2SnL9WZyWReAUOWHWrHMAwyMzMlOw1JdvqKKbvNj4f/Hf6p8JnshVKGYWCmZsgyew1FNe5G3wmpg6G2CApe6rbaRNtkf6cvyU5fqjOTybwCqpdjiNiFQiHefvttyU5Dkp2+os6udD0cfCt80rvzH+uW2kTbfNehYeNiWWavISeacWelwIRvhNtbnwRPtq/xQPZ3+pLs9KU6M5nMK6B6OYaInW3bXHvttZKdhiQ7fUWd3aaTE/jcz0LWhK4vTLTPtAice6kss9eQFe24G30XpAyCmkLY91K31CbaJvs7fUl2+lKdmUzmhYiS6sEqOk6y01e72ZWshsPzwbAg79HuKUpEx5Jxp6uotpl2Kpz7DegzBXqN7fqiRFRkf6cvyU50hEzmFXAcWXaoG8dxWLBggWSnIclOX1FllzwAht8KI78ImWO6rzjRNs8ltHkZhu+qrkTEyI1lmzn2HrhuHQyc2fWFiXbJ/k5fkp2+VGcmbwEpIO+86ce2bW644QbJTkOSnb6iyq7XKLj8z+B73VeYaJ9pETh/Bn6NTOZ1Y8WyzTRluxpPZH+nL8lOX6ozk2eMEFFyHEf5gBUdI9npK+rsDFloFndcB5AzM+solm1mvevhNFQT2PVzMG1C478R1e1sE1IsGbedTfZ3+pLsREfIVlQB1csxROwcx2HRokWSnYYkO321md3RJbD6dqje1+11iSh4LqFtq2SZvYbcGLaZ9a7HyuJatm+fT/LWR7G2/oD3C/ay5FB1uz8ri2upd2VFTWeS/Z2+JDt9qc5MJvMKBAIB1SWIGAUCAW6++WbJTkOSnb5azc73YdN3w2fQ3vGsktpE2wzLJmnSLHxZhq0dO4ZtpuNBneNxot8cKnpdhO3VMv7wf5Nqm23+2KZBnePhyFy+U8n+Tl+Snb5UZyaTeQV831ddgoiR7/tUVlZKdhqS7PTVanZH3oXjK8BMhnMfUVOcaJPv+3h11eE3XoRWOrLNDFgmhaO+D8DQ4t+T2bCfJMto9SdgyscvuoLs7/Ql2elLdWYymVdA9XIMETvHcVi+fLlkpyHJTl8tZuf7sOnkV9CNuRvShqgpTrTNc3F2r5dl9hpyO7jNrOgzg7I+V2H6IYYX/LCLqhNtkf2dviQ7fanOTCbzCqhejiFiFwgEmDNnjmSnIclOXy1md3gBnFgDViqc+011xYk2GZZN0sSZssxeQ/ZZbDP3j3ocgOyjr5NWvaWTKxPtkf2dviQ7fanOTCbzCniefEhMN57nUVpaKtlpSLLT1xnZNT0qP/YeSB2orjjRJt/38GoqZJm9hs5mm1ndazLHsz+Ggc+Igie6oDrRFtnf6Uuy05fqzGQyr4DryrJD3biuy7p16yQ7DUl2+joju0N/g7INYGfAhK+rLU60zfNw9m+RZfYa8jzvrLaZhSO/y7GBn2LfqCc7uTLRHtnf6Uuy05fqzGT9mwKql2OI2AUCAWbPnq26DNEBkp2+zsgueybkPQZWMqT0V1eYaJdh2SSddxl+VYPqUkSMbNs+q21mXdoYdp77+06sSERL9nf6kuz0pXpeF9dH5p966immTp1Kr169yM7O5pZbbmHnzp1R337lypXYts2kSZNavc6f//xnDMPglltuaXb5K6+8Qk5ODn379uXhhx9u9rv9+/czduxYKisrY+lOhOrlGCJ2nudx7NgxyU5Dkp2+zsguqTdMfBzOkzPYxzvf9/AqT8gyew119jbTcOs75X5E+2R/py/JTl+qM4vryfzSpUuZN28eq1ev5t1338VxHK699lpqamravW1FRQVz587lqquuavU6hYWFPPTQQ0yfPr3Z5SUlJdx5550888wzLFy4kJdffpn58+dHfn/33Xfz9NNPk5mZ2aF+qQ5dxM7zPLZs2SLZaUiy01ckO6cBfMlPK56He3gPhuSmnc7aZgaCRxm77U4mbbgS5OMW3UL2d/qS7PSlOrO4nsy/88473HbbbZx33nlccMEF/OEPf+DAgQOsX7++3dt+6Utf4rOf/SyXXHJJi793XZfPfe5zfO973+Occ85p9rt9+/aRlZXFrbfeytSpU7nyyivZtm0bAK+++ipJSUl87GMf63C/bFs+3aAb27aZNWuWZKchyU5fkez2/AIWXgzH31ddkoiSYdkExn8E37RUlyJi1FnbTN8M0O/EP8mo3syAo3/ppOpEW2R/py/JTl+qM4vryfzpKioqAOjbt2+b1/vDH/7A3r17eeyxx1q9zve//30GDBjAHXfcccbvxowZQ21tLfn5+ZSWlrJu3TomTpxIaWkpjz76KM8991xU9QaDQSorK5v9AIRCISD8hkLjSROath3HadZufMentXYoFGrW9k8ua2xs+75/Rhto1vY8r1m78TsTW2u7rtus3VI/4qFPjc62T6FQiEOHDhEKhZT3qVlOTU660diOh5wa6z7r55576rs7G9ux9qmhoYGioqLIfcfSp6Z60nhqmqHKPnmex8G9G/G3/hBK1+FWbO9wn/yTz5/mbQ+/yRhqbPue16wd+f1pl/teY9uNtPHcyG18t/12U77r4Ptek7bfrN1Ye2Pb8FrrUwvtJrXje632taU++Z4bWRkRTZ9818FzHbzyYxhuqN0+RfrfZk5t98n3PAwvtj5F6o0qs+bZcFo/2sqpsV460KdYc2qs1+hAnxrbDQ1BDh48GBnz7W33WutTyMykaPhXAcgteALDazijH64bP9u9RNiWu67LgQMHcF03YfqUiDm11CfP8zh48CDBYDBh+pSIObXUp4YGteeG0WYy7/s+Dz74IJdffjl5eXmtXm/37t1885vf5JVXXmn1nZKVK1fy4osv8sILL7T4+z59+vDyyy8zd+5cpk2bxty5c5k9ezYPPfQQ9957LwUFBUyePJm8vDzeeOONVmt56qmnyMrKivzk5OQAsHXrVgC2b9/O9u3bAdi0aRO7d+8GID8/n4KCAgDWrl1LUVERAKtWraK4uBiAZcuWUVJSAsDixYspLy8HYNGiRVRVVQGwYMEC6uvrcRyHBQsW4DgO9fX1LFiwAICqqioWLVoEQHl5OYsXLwbCHzNYtmwZAMXFxaxatQqAoqIi1q5dC0BBQQH5+fmRv/mmTZvirk+Nb/4AnDhx4qz7tHfvXjZv3hxXOa1csSLSxzWrV8dNTkCnPPfWrF4Tub/1H6zvcJ+2bw9PAmPtU1M9aTw1Ut0nz/MIbfguRqgS+kxiaeHwmPvkOg6EgtRsXAqAW1dDWf5yAJzqSiq2nHqOVe0IP8dC5cdx9oZr98qPRn4fPHaQ6n3h7Xfd4QJqC8PncKkt2ktt0V4Askr24R7dD0D1vq3UHw1nU7X7Q4Il4Wwqd2wgVH6c04V2rMGpDr/pW5a/HLcu/JGysvVL8ENB8FzK1i8Bz4VQkMEFq1vsU/mm8AqGUEUZldvWRfpUuWMDAGlVx3D2bwag/mhRu31yD+6iV1lR1H2q3LYOp6IU99gBsovy8Wur2uxTIz8UJLQ5/Lzy62Prk1d2hD5Htkfdp9rCnZGcnMJtUfUpVFEWySkQbLtPjTn5oWC4DdihWkJbV0bdp2BJcSQnr6T9515t4U7qDofHUO9ju/BKDkbdp/JN7+PVhPu06r1/s3v3bjzPa3e7V1NdjbdtVat9OjzsboL2AFLrCxl0+A8ES4qp2v1hOOMTB9n24UYgPrZ7ibAtb2hoID8/n4aGhoTpUyLm1FKfPM9j9+7d/Otf/0qYPiViTi31qbEfqhh+07fF49i8efOYP38+K1asYNiwYS1ex3VdLr74Yu644w6+/OUvA/D444/z1ltvsXHjRiAcwMSJE/n1r3/N9ddfD8Btt91GeXk5b731VquPv2TJEh5++GGWLl3K6NGjee211xg0aBDTpk1j9+7dZGdnn3GbYDAYeYcNoLKykpycHEpLS+nTp0/k3SPLspq1HcfBMIxI2zRNTNNstR0KhbAsK9K2bRvDMCJtCL8T1bQdCATwfT/S9jwP13Ujbc/zsG271Xbju76N7Zb6obpPDQ0NkUxvueUWTNPUvk+n51RX5/D1u7YA8OPf5ZGenqS0Tw2+zbnPGwBsu9snLXB2z71QdT35o38GwOQ9D5CcmdZtfQr6QS7/8HIAVlywAtuze8Z4CtVg/LIXAP69VThGsro+Ve/Gn5+H4Tsw6984/WfE3Kd632TJoWpSTZ/kpHBOeC6GZeP7HnXVQa4b9ysA3tk5j7ReqfieR3XQpbDW5RwjyOy8oeHnwa5ivNQ0DMs6eXTTxzCtyJHRGsdgf0Udub2S6ZVih49AGgaGabbYtupNLhudDsALa04wtL9JRoqNYZjhI5ymhWEYkTYQnvyaFtUNHgcq68jNSiM9YDTrE553ZtvzwPepcQ32V9aTmx6gV2ogcnlrfTJMi6r6EIXVIUZkppBu+W32Kdx2wDSpCUFhRS3DM1PolWy32Ke6WrhuTEb477+7GtcMUVjrkZsRIMP2o+qTYVlU1TscqAqSm5VKuk27ffI9l+oGn8Iah9x0i4wkK6o+GYZJVV0DhTUuIzKTSbe8NnNqbNe4Jvsrg+SmW/RKTYqqT02fh7npNhkBo90+gUGNA4UVdQxv93l4qk++69DgG9S7cHl2MlmpSVHtn6oaXJYUVZCWnETA9Fvs06CDv2PM7gdpSMpm7bSNeGY6IUxqGxxmDEkjKyVJ/XYvEbfl0ifpk/SpW/pUVlZG//79qaio6PD51M6GFh/MuPfee/nb3/7GsmXLWp3IQ3ii/sEHH5Cfn88999wDhJc/ND4RFi1aRN++fdm/fz833XRT5HaNSyxs22bnzp2MGjWq2f0Gg0G+8pWv8Kc//Yk9e/bgOA4zZ84EYOzYsaxZs6bZ/TVKTk4mOTn5jMsNIzzZsaxTnyVs2m66oiCadtOvRIilbRhGpN34xI623Vrt8danRo0T+Y72yfM8CgsLycnJiVw/HnKym/6NT7ZV5nRy1VGkbsM4u+eebTV53JPtWPtkmiZFRUXk5OTE1qdTBwxb7GtH+xT34+nk9ike+uTnP4zhO/hD5mAMmtVshxVtn4IhL/xcPPlYhmHAyeeSYZiRy4FT1zFNDAvAxWiyHQlffuo6py5vvI+TE7uTv2vpvk9vN2VY4Yl8Y7vp5RGR2g1881S7aZ+wzDPbjfW6Hhit9aOlPp1sG27UfWqclLonDuMH+rbZpyZPt5M52UDDaZm106eT7cbP50fbJ8P0mrTby+y02g2v1T4BkTwibdcLT6KjzYkzn4dGi9exWmh7+B3ok+H6gIdpWRw4cICcnJyotnvt9enokNsZdvA5Uuv2MezQbyga8XVwfQzTxIphux4P+9x435Z7nsfhw4cjr1USoU+ttROtT57nRV6rJEqfIPFyaqlPTWtQIa6X2fu+zz333MObb77J4sWLGTlyZJvXz8zMZPPmzWzcuDHy8+Uvf5lx48axceNGPvKRjzB+/PgzrvPRj36UK6+8ko0bN0YGUVNPPPEE119/PVOmTGn2+Q2g2Weoo9X45oHQh+d5HDp0SLLTkGSnqaNLMA79HR8Ld+LTqqsRsfL98Gfm9Vj8J05yfZ/qBocDBw9RFXSoDnlt/tSEPNx2IvbNAIUjvwPAwCOvyJntu5Ds7/Ql2elLdWZxfWR+3rx5vPrqq7z99tv06tWLI0eOAJCVlUVqaioAjzzyCIcOHeKPf/wjpmme8Xn67OxsUlJSml1++nV69+7d4uUQ/nz766+/HlmmP378eEzT5MUXX2TQoEHs2LGDqVOnxtSvpu8KCT3Yts2ll16qugzRAZKdpgpeBsAY8yXsvq2fJ0XEJ8OyCIyahF+l9sRAInqO53OszmXN8QYCQ/NYfrT974cPeT4l9S4pVoAky2j1esezP4EdKuXYoM8RXm4gb/J0Bdnf6Uuy05fqeV1czyqff/55AK644opml//hD3/gtttuA8InTThw4ECXPL7v+9x11108++yzpKeHP9eYmprKSy+9xLx58wgGgzz33HMMHTo0pvuN9Ui+UM91XQoKChg5cqTy5TQiNpKdpj7yIt6AKylsGMdw15XsNON7Hu6xA5By5vlkRHzy/PCE3sLDOnGYwIBhzZb0t8R3PBzPx2tvbm6YFA/7cucVK1ok+zt9SXb6Uj2vi+vJfDTn5nvppZfa/P3jjz/O448/3qH7MAyDlStXnnH5jTfeyI033thuba3R5JyDognf9ykrK2PEiBGqSxExkuw0ZZh4uZ+lJD+fHNlm6sf38WoqMJIHqK5ExMg2wK+pIGngMIw2jrYDNLht/75Fvk+vqo3UpU7sYIWiNbK/05dkpy/V87q4/sx8olK9HEPEzrZtpk6dKtlpSLLTzLHl4IS/6kuy05dhWQRGnh85KZ3Qh2Fa9BozsdUTNZ4N063hgvVXMjV/Jum1uzr9/ns62WbqS7LTl+rMZDKvgOrlGCJ2ruuyY8cOyU5Dkp1G6o7Akhvg72OgukCy05jveTjF+8CXkznpxvc8ag/uPfkVeJ3Ls9IJJQ/EwGP8gSc6/f57Otlm6kuy05fqzGQyL0SU6urqVJcgOkiy08Tmx8CphtRhkJ4LSHb68iEUBPmIhIZ8/FCQrjpJ3f6Rj+JjMrj0b5jHl3bJY/Rkss3Ul2QnOkIm8wrIiS30Y1kWkydPluw0JNlponwr7P2fcHvKf4NhSnYaM0wLe/gEkGX22jFMi/SR5zb7DvvOVJtxHocG3w5Acv794Dnt3EJES7aZ+pLs9KU6M5nMK6B6OYaIneu6bNmyRbLTkGSnifyHw0uyh/0HZE8HJDud+Z6Lc2g3yHcma8f3XGoKd+F7XTfu9o74Lg12H6yKzbD7N132OD2NbDP1JdnpS3VmMpkXQgihVvG7UPxPMGyY9CPV1QghupgT6MfO4d8J/2fTd6H+uNqChBBCUzKZV0D1cgwRO8uyyMvLk+w0JNnFOc+F/IfC7bHzIHNM5FeSnb4M08IeOgba+Z5yEX8M0yI9d2yXLbNvVDjwdtzekyBjJARPdOlj9RSyzdSXZKcv1ZnJXlYB1csxROxc1yU/P1+y05BkF+ecasgcD0l9IO+7zX4l2enL91ycA9vDb9YIrfieS03Bti5dZg+AYVF/+d9h9jrIGt+1j9VDyDZTX5KdvlRnJl9mKESUUlNTVZcgOkiyi2NJWXD56+Fltsn9zvi1ZKcrAwLJYBiqCxExMzACyUDXZ+enDpHVG51Mtpn6kuxER8gWVAHVyzFE7CzLYvz48ZKdhiQ7TaQMOOMiyU5fhmliDz4HDHmZoRvDNEkbNgqjOyfZTh1sehwK/l/3PWYCkm2mviQ7fanOTPayCjiOfA2LbhzHYd26dZKdhiS7OFV7GFbfDjWFrV5FstOX77qECjZjyDJ77fieS9XuTfjduXR03x9gy/dgw9egobz7HjfByDZTX5KdvlRnJpN5BQxZdqgdwzDo06ePZKchyS5ObfoO7HsJVv9nq1eR7DRmGJjpWfiSnYYM7Iys7v2IxKg7w+fOCB6HzY933+MmGNlm6kuy05fqzGQyr4Dq5RgidpZlMXr0aMlOQ5JdHCrbGJ7IA1zww1avJtnpyzBNrOzhssxeQ4Zpkjo4t3uX2VtJcOEvwu1dz0H5lu577AQi20x9SXb6Up2Z7GUVUL0cQ8TOcRxWrVol2WlIsoszvg8bHgR8GH4r9L+41atKdvryXZfQ3o2yzF5DvutSuWNDly+zd32fmpBHdeNP/6twhv4H+C7OunupbnBP/e7kT73rdWlNupNtpr4kO32pzkzOZq+AKWdu1Y5pmgwdOlSy05BkF2cK/h8cfQ+sFJj0VJtXlew0ZhiYvbNlmb2ODIOkvgO7dJm94/kcq3NZdaSWQJPhnTrwe1xR/E/s40vYuemPFPf/eLPbpdomlw1OI8WSbUJLZJupL8lOX6ozk2eMAqpDF7EzTZPc3FzJTkOSXRypL4H8B8PtvMcgY2SbV5fs9GWYJla/IbLMXkOGaZKSPbRLl9l7fnhCb5vhCXrjDxkjKcz5GgATin5IqnXq97ZpUOd4OHJwvlWyzdSXZKcv1ZnJM0YB1csxROwcx2HZsmWSnYYkuziy7SkInoDe58OEr7V7dclOX77rEtr1gSyz15DvulRsXdctZ7O3DYMkq/lPce4DFA/5T7Zc8DZJthW5PGDKKo/2yDZTX5KdvlRnJsvsFVD9Do6InWmajBo1SrLTkGQXRyY+AYYNOR8DM9Du1SU7jRkGVvZwWWavI9MgdfDw7j2bfROelcqecb9Q8ti6k22mviQ7fanOTCbzCqgOXcSu8bNMQj+SXRyx02Dyj6K+umSnL8M0MXtnQ1WD6lJEjAzDDH9mPk6k1WyjNv1c1WVoQbaZ+pLs9KV6XiezSgVUL8cQsXMch8WLF0t2GpLs4sDx96EDy60lO335rkNoxxpZZq8h33Wo2Pw+vqt43Pk+o3fcw4Vrp9G35J9qa9GEbDP1JdnpS3VmMplXQPU7OCJ2pmmSl5cn2WlIslOsbBP8awa8exmEqmK6qWSnMdPEGjIaX06Apx/TJDVnLKged4aBE+gLwDm7v47p1autRwOyzdSXZKcv1ZnJM0YB1aGL2JmmSXZ2tmSnIclOIc+FtXeB70DaUAj0iunmkp2+DMPEzOyn7HPXouMMwySpdz+MOHgj5kDu1wkmDSa1voDhB3+pupy4J9tMfUl2+lKdmTxjFAiFQqpLEDEKhUIsXLhQstOQZKfQ7ufhxBoIZMKFsZ/QSrLTl+86NGxdieHJklHd+K5DWf5y9cvsAc/OoGD0DwEYceAnpASLFFcU32SbqS/JTl+qM5PJvAKWZakuQcTIsiymTp0q2WlIslOkpgg+fCTcnvR0+Mh8jCQ7jZkm9og8fEOy045pkjH6fPXL7E86nv1JKrIuw/LqOHf/d1SXE9dkm6kvyU5fqjOLjy11D6N6OYaInWma9O3bV7LTkGSnyPp7wamG/pfC6C916C4kO30ZhomZniXL7DVkGCaBXr3jYpk9AIbBnrH/jY/JkBNvYR39l+qK4pZsM/Ul2elLdWbyjFFA9XIMEbtQKMT8+fMlOw1JdgoU/RUOvh3+Tvlpv4UOTgokO335rkPDpqWyzF5DvutQ+sF7cbHMvlFtRh4Hh9xF0O4fPgeHaJFsM/Ul2elLdWbyPfMK2Lb82XVj2zbTp0+X7DQk2SmQcQ70vQgGz4beeR2+G8lOY6aFPeZC/JAsGdWOaZF57lQw4yu7vSMfY/uQh7h00EjVpcQt2WbqS7LTl+rM5BmjgCHLDrVjGAaZmZmqyxAdINkp0OcCuHY1+Gf3HeOSnb4Mw8BMzQCnQXUpIkaGYWCnZagu4wyulUFDUtqpC3yvw6t+EpVsM/Ul2elL9bxOtoIKqF6OIWIXCoV4++23JTsNSXbdqOmSatMCK+ms7k6y05fvOjRsXCzL7DXkuw6la/8VV8vsz1D4OiyYCMETqiuJK7LN1Jdkpy/VmclkXgHVyzFE7Gzb5tprr5XsNCTZdRO3ARZOgw+/A05dp9ylZKcx0yJw7qVyNnsdmRa9J10ed8vsI7wG2Pw4VGyFdfNUVxNXZJupL8lOX6ozk8m8EFFSPVhFx0l23WDHM1CWD3t+C25tu1evdz2qQ+3/BH2z2f/rXa8bOiM6hSXjTldGPGdnJsElfwTDggOvh4/SiwjZ3+lLshMdIZN5BRwnjpeuiRY5jsOCBQskOw1Jdt2gcjds/n64PeVnkNyvzavXux4ri2tZcqi67Z+iCpa++w5Liioil60srpUJvQ48l9DmZRhned4EoYDnUrZ+CXhxnF2/qXDet8LtdV+BumK19cQJ2d/pS7LTl+rMZDKvgLzzph/btrnhhhskOw1Jdl3M92Hdl8ALwqBrYcRn272J40Gd42GbBqm22fpPUoD0STNJTQqQapvYpkGd4+HIXD7+mRaB82fIMnsdmRZ9LrwifpfZNzrvO9BnMjSUwpq7wtuiHk72d/qS7PSlOjOZzAsRJdXvvImOk+y6UMHLcPQ9sFJh2vMQw1ldA6ZBktX2TwD3VNuUbwLRSjyfQE20Ka5PftfIOrnc3kyCw/+AfX9QXVFckP2dviQ70REymVdABqt+HMdh0aJFkp2GJLsuVH8MNnwt3D7/e+Hvl+9Mnkv5xhXxvdxXtMxzCW1bJcvsdaTTuOudBxOfCLcrd6qtJQ7I/k5fkp2+VGcmazkUCAQCqksQMQoEAtx8882qyxAdINl1ofIt4TNL974Axj/Q6XdvWDZ9p13d6fcrup5h2SRNmoVfJd8zrxvtxt34r8GAy2HApaorUU72d/qS7PSlel4nR+YV8OVzXdrxfZ/KykrJTkOSXRcaNAuuWw+XvQpm5+/MfN/Hqa2W7DTk+z5eXbV8jllD2o0705KJ/Emyv9OXZKcv1ZnJZF4B1csxROwcx2H58uWSnYYkuy7QdMeVORayzu2ax/FcKret02O5r2jOc3F2r5dl9jrSedzVFMKSG6Fyl+pKlJD9nb4kO32pzkwm8wqoXo4hYhcIBJgzZ45kpyHJrpM1lMG7l8PRJV3+UIZl0/eiK+P7O69FiwzLJmniTHxTstON1uNu/Vfh8Hx4/4vg9bxJkezv9CXZ6Ut1ZjKZV8Dz5HuVdON5HqWlpZKdhiS7TuT7sOZOKFkFa+8CL9TFD+cRqirH9yU73fi+h1dTIcvsNaT1uLvw5xDIhBOrYftPVFfT7WR/py/JTl+qM5PJvAKuq+HStR7OdV3WrVsn2WlIsutEu5+HojfDn4+/tGs+J9+M51G9ZzPIixv9eB7O/i2yzF5HOo+79By48Bfh9ubHoGyT2nq6mezv9CXZ6Ut1ZjKZV0D1cgwRu0AgwOzZsyU7DUl2naRsI2z4arg96UfQ76Iuf0jDsukzebqey317OMOySTrvMllmryHtx93IuTDs5vDKoffngttzvlFB9nf6kuz0pTozmcwroHo5hoid53kcO3ZMstOQZNcJQlWw4tbw19ANuRHGPdAtD+v7Hg3lJ/Rc7tvD+b6HV3lCltlrSPtxZxgw9beQ3B/KP4Qt31NdUbeR/Z2+JDt9qc5MJvMKqA5dxM7zPLZs2SLZaUiyO0u+D+u+AlW7IG0YXPJS+MVyd/A86op26bnct6fzPNzDezB0nRD2ZIkw7lIHwtTnw+1D/+gxR+dlf6cvyU5fqjPTdA2V3mxb/uy6sW2bWbNmqS5DdIBkd5Z8J/xjWHDpa5Dcr9se2rBsss6/pNseT3Qew7IJjP8IflXPmEQlkoQZd8M/AZe+AjkfAytJdTXdQvZ3+pLs9KV6XidH5hVQ/Q6OiJ3neRw6dEiy05Bkd5YaT3Z33QeQfXm3PrTveTSUHsWX7LTjex5e+TGQI/Pa8f0EGncjPgtWyqn/J/jHPmR/py/JTl+qM5PJvAKqQxex8zyPvXv3SnYakuyiV+96VIdO/Z2qG1yqQx7Vjk91xsRwu4WfereL/ra+T13xgYR/AZ6QfB/32AEMyU4/XgKOO9+DD78Lm76rupIuJfs7fUl2+lKdmaz3VkD1cgwRO9u2mTFjhuoyRAdIdtGpdz1WFtfSUF/N9QCZUL3s03w45nlCdp82b5tqm1w2OI0Uq3PfHzYsi6zzpnbqfYruYVgWgbEXyTJ7DSXkuDu2FLb+INzuPRFyP6W2ni4i+zt9SXb6Uj2vkyPzCqh+B0fEzvM8CgsLJTsNSXbRcTyoczxs04AUIB0Glr3DgLotpNpmqz+2aVDneDhd8Of1PY/6Y4cSY7lvD+N7Hu6Jw7LMXkMJOe4GXgkTHg63V98e/qrNBCT7O31JdvpSnZlM5hVQHbqInXyWSV+SXWwyGgohK9w+mHM/Nf2vIMkyWv0JmF14Znvfp6H0aGIt9+0pfB+v/Jgss9dRoo67C56CwbPBrYVlt0D9cdUVdTrZ3+lLstOX6szifjK/bNkybrrpJoYMGYJhGLz11lttXv/NN9/kmmuuYcCAAWRmZnLJJZewcOHCZtd54YUXmD59On369KFPnz5cffXVrF27ttl1XnnlFXJycujbty8PP/xws9/t37+fsWPHUllZ2aE+qV6OIWJn2zaXXnqpZKchyS56phfkvJ13hfcMDXAg9+F2b9OVDMsic/wUDMtSWoeInWFZBEZNwjclO90k7LgzLbjsNcgYDTWFsOKT4IVUV9WpZH+nL8lOX6ozi/vJfE1NDRdccAHPPfdcVNdftmwZ11xzDQsWLGD9+vVceeWV3HTTTeTn50eus2TJEj7zmc/w3nvv8f777zN8+HCuvfZaDh06BEBJSQl33nknzzzzDAsXLuTll19m/vz5kdvffffdPP3002RmZnaoT67rduh2Qh3XddmzZ49kpyHJLnrjCx8ns2YTeEAZYKjdQfmeR11xYWIt9+0hfM/DPXZAltlrKKHHXVIfmPk22Bnhz9Gv/6rqijqV7O/0JdnpS3VmcT+Zv/766/nBD37Axz72saiu/7Of/Yyvf/3rTJ06lTFjxvDkk08yZswY/v73v0eu88orr/CVr3yFSZMmMX78eF544QU8z+Pf//43APv27SMrK4tbb72VqVOncuWVV7Jt2zYAXn31VZKSkqKqJxgMUllZ2ewHwHEcIBx+4xOgadtxnGbtxuUbrbVDoVCztn9yaVxj2/f9M9pAs7bnec3ajTW21nZdt91+xEOfGp1tnxzHoays7Ix+KM+pyQaksR0POTXWfdbPPddp0r+O96m0tBTf92PuU1OJPp448BbnFP863NlywDuZ4cm/u+97bbQ79tzzPTcyYfDdFtq+T6iqHN87eX3Xwfc7Np5O1Xt6n06NIT9Sl9esHfn9aZdH6vLcSJv2+nRau6mm/Qu3/Wbtxtob24bXWp9aaDepHd9rta8t9cn33MikPJo++a6D77l4NRWYUfQp0v82c2q7T77nYXix9SlSb1SZNe8Hp/WjrZwa66UDfYo1p8Z6jQ706VQ7RKiqPFJvW31q/jyMrU/4TfsRW05ntd1LG4N/yZ/wrVSc3lMSalvueR4nTpzA87yE6VOi7nNbapeWltLQ0JAwfUrEnNrqkypxP5k/W57nUVVVRd++fVu9Tm1tLaFQKHKdMWPGUFtbS35+PqWlpaxbt46JEydSWlrKo48+GvUqgaeeeoqsrKzIT05ODgA7duwAYPv27Wzfvh2ATZs2sXv3bgDy8/MpKCgAYO3atRQVFQGwatUqiouLgfAKhJKSEgAWL15MeXk5AIsWLaKqqgqABQsWUF9fj+M4LFiwAMdxqK+vZ8GCBQBUVVWxaNEiAMrLy1m8eDEQXpmwbNkyAIqLi1m1ahUARUVFkY8jFBQURFY77N69m02bNsVdnyoqKiJZnDhx4qz6tHv3bqZOncq2bdviKqeVK1ZE+rhm9eq4yQnolOfemtVrIve3/oP1HerTpk2b6Nu3L7Ztx9ynphJ9PK3bVERdYBAHBt4BwXCf3boayvKXA+BUV1K+6X0AQhVlVG5bF75O+XG8fRtj6tPeneFtYPDALuoOh/tRvW8r9UfD/aja/SHBkmIMy8IPNeBUlgJQt+MDqCqLuk8LFizAdRwIBanZuLTFPlVsOfUcq9oRfo6Fyo/j7A3X7pUfjfw+eOwg1fu2hms5XEBt4U4Aaov2Ulu0F4Cskn24R/e32ieAyh0bCJWf+Xnd0I41ONXhN33L8pfj1tWE2+uX4IeC4LmUrV8CnguhIIMLVkedU6j8OJU7NgCQVnUMZ/9mAOqPFrXbJ/fgLnqVFUXdp8pt63CqKwmMPJ8BBzfi11a12adGfihIaHN4rPj1sfXJKztCnyPbo+5TbeHOSE5O4bao+hSqKIvkFAi23afGnPxQMNwG7FAtoa0ro+5TsKQ4kpNX0v5zr7ZwZ2Q89T62C6/kYNR9Kt/0fiQnZ/tq0oaNwrCsdvvk19cwcP+6mPpUtftDANIrinEKt0Xdp/qCbfgnwn066+1e/2txbtjJ/G39EmpbDnDkyJHw3ytB+pSo+9zT+2TbNuPHj4/0IxH6lIg5tdSnFU1ei6tg+E3fFo9zhmHw17/+lVtuuSXq2/zkJz/h6aefZvv27WRnZ7d4nXnz5rFw4UK2bNlCSkoKAH/961959NFHqaur4/Of/zyPP/44//mf/8kFF1zA5MmTuf/++wmFQjz++ON84hOfaPF+g8EgwWAw8v/KykpycnI4fvw4/fv3j7x7ZFlWs7bjOBiGEWmbpolpmq22Q6EQlmVF2rZtYxhGpA3hd6KatgOBQORIZSAQwPM8XNeNtD3Pw7btVtuu6+L7fqTdUj9U96mhoSFyjoVbbrkF0zQ73CfXddm3bx/nnHMOlmXFTU51dQ5fv2sLAD/+XR7p6UlKc2rwbc59PnxCtG13+6QFzu65F6quJ3/0zwCYvOcBkjPTYu5TQ0MDe/bsYdy4cfi+H3Wfgn6Qyz+8HIAVF6zA9uyEHk8VdQ2sO7AXO5DBlW/lhvv9ySN4ZgqGZYeP2nneGe2g41LX4HLl8CzSLKLqU3XIY/mROlJMnyTLxDDN8NE6w2jWBqg9uJfUISMxbZtgQ4g6D64clkkyblTjqd43WXKomlTTJzkpnBOeG+lHXXWQ68b9CoB3ds4jrVcqvudRHXQprHU5xwgyO29o+O+xqxgvNS38JoPnAT6GaUWOItY4Bvsr6sjtlUyvFLvFPjVtW/Uml41OB+CFNScY2t8kI8XGMMzwUU3TwjCMSBsIT35Ni+oGjwOVdeRmpZEeMJr1qaWcGlc61LgG+yvryU0P0Cs1ELm8tT4ZpkVVfYjC6hAjMlNIt/w2+xRuO/hA5cH9HEodyPCsVHol2y32qa4WrhuTEf77767GNUMU1nrkZgTIsP2o+mRYFlX1DgeqguRmpZJu026ffM+lusGnsMYhN90iI8lqt0+YJoZhUlXXQGGNy4jMZNItr82cGts1rsn+yiC56Ra9UpOi6lPT52Fuuk1GwGi3T2BQ40BhRR3D230enuqT7zpUO1BY7TA8BazSg6QNPSe8IqOVPhmWTVXQbfI8JKo+NXseZgTolRJot0+GaRIMOdQ5PlfmZJJieJ27z607iuPUE8gcofW23HVddu7cybhx4yL3mQj7p0Tc557eJ9M02bVrFyNHjiQlJSUh+pSIObXUpxMnTpCdnU1FRUWHP4J9NhL6LAuvvfYajz/+OG+//XarE/kf//jHvPbaayxZsiQykQf4j//4D/7jP/4j8v8lS5awefNmnnvuOUaPHs1rr73GoEGDmDZtGjNmzGjx/pOTk0lOTj7jcuvkSWUa/z293fRECtG0A4FAh9qGYUTajU/saNut1R5vfWrUOJE/mz7V1dVFJvIq+9S0drvp3/hkW2VOTVcaGYaBYZzdc8+2mjzuyXasfbIsK/KmWkx9OnXAsMW+drRPcTWevCoo2QkDLsEOBAimDMOmLvJ7wzAwTv7dDcOEk98jf3rbOFlatH2yvPBE3TAtjJNnw296sq3Gtu+54IaaXMfGOLkUONoxFAx5J/thRfpEkz619LiG2dgnF6PJdiR8+anrnLq88T5OTuxO/q6l+z693ZRhhSfyje2ml0dEajfwzVNt2supsV7XA6O1frTUp5Ntw426T4ZlR1YP+Glmm30ymnwZwqnnW8NpmbXTp5PtxpPtRdsnw/SatNvL7LTaDa/VPgGRPCJt1wtPoqPNiTOfh0aL17FaaHv4HeiT4XqnruM0AH7bfeL052F0fQJOPQ9bzKylPjXPrFP3uWUfwtIbCaQMgquXYdip+m3Lm+yHGhpOjp8m+yQt90+JuM9to+26LvX19QnVJ0i8nFrqk5wAr4u8/vrr3HHHHfzv//4vV199dYvXeeaZZ3jyySdZtGgREydObPW+gsEgX/nKV/jtb3/Lnj17cByHmTNnMm7cOMaOHcuaNWtavW1LrFZeyIn4ZVkWkydPluw0JNm1wqmDpTfBv6+Eg39XXU2LDNMifeS5zV7QCz0YpoU9fMKpI7lCGz1u3AUywamF0g9g7V1afyWf7O/0JdnpS3VmCTmZf+2117jtttt49dVXmTNnTovX+clPfsITTzzBO++8w0UXXdTm/T3xxBNcf/31TJkypdnJGCB8koTGJR7RivX6Qj3XddmyZYtkpyHJrgWeC6s+CyWrwEqFjHNUV9Qi33OpKdx16uRyQhu+5+Ic2g3emSf6E/Gtx427jJFw+V/AsGD/n2DHs6or6jDZ3+lLstOX6szifpl9dXU1e/bsify/oKCAjRs30rdvX4YPH84jjzzCoUOH+OMf/wiEJ/Jz587l5z//ORdffHHkRCCpqalkZWUB4aX13/3ud3n11VcZMWJE5DoZGRlkZGQ0e/ytW7fy+uuvs3HjRgDGjx+PaZq8+OKLDBo0iB07djB16tSu/jMIIUTn8H344B44+BaYyTDzb9D7PAjJpEsI0UMNmgVTfgrr74eND0Pv82HwNaqrEkKIdsX9kfkPPviAyZMnM3nyZAAefPBBJk+ezKOPPgqEz4B44MCByPV/+9vf4jgO8+bNY/DgwZGf+++/P3KdX//61zQ0NPCJT3yi2XWeeeaZZo/t+z533XUXzz77LOnp4ZMUpaam8tJLL/H973+fO+64g+eee46hQ4fG1CfVyzFE7CzLIi8vT7LTkGR3mq0/hD2/AQy47FXInq66olYZpkV67ties9w3gRimhT10DJhx/zJDnKbHjrux98I5t4dP+rfyVqja0/5t4ozs7/Ql2elLdWZxf2T+iiuuoK0T7r/00kvN/r9kyZJ273P//v1RPbZhGKxcufKMy2+88UZuvPHGqO6jJaqXY4jYua7Lpk2bmDhxovJBK2Ij2TWx9/ew6bvh9kW/hJyPqa2nHb7nUlu4k7TccT1vYqE533NxDuyArBGqSxEx8j2XmoIdPW/cGQZMfR4qtsOJ1ZD/dZjxpuqqYiL7O31JdvpSPa+Tt8yFiFJqaqrqEkQHSXaEl9cfDX+/K+c+AmPnqa0nKgZGIBkw2r2miDcGBJKbn65eaKIHjzsrOTyBP+d2uPgPqqvpENnf6UuyEx0R90fmE5G846Yfy7IYP3686jJEB0h2JxkGXPJHGDIHcj+tupqoGKZJ2rBRqssQHWCYJvbgc6CqQXUpIkY9ftylDoaLf9/8Ms8BM/5fMsv+Tl+Snb5Uz+vkyLwCTc+GL/TgOA7r1q2T7DTU47OrOxr+DCiAYcKIz3T60VLX96kJeVRH+VMT8nCj+PYn33Wp2r0Jv8kStq56LNG5fNclVLAZo6ecET2B+N6Z465H2/YjeG92+Ovr4lyP399pTLLTl+rM4v9txgRkyLJD7RiGQZ8+fSQ7DfXo7OqOwqJLoP/FcPFLYCV1+kM4ns+xOpdVR2oJRPn2cMjzKal3SbECJFlt5GIY2BlZkTcfuvSxROcyDMz0LPyeOO6013zc9Wh1xbDlh+BUwdKbYObfwU5TXVWrevT+TnOSnb5UZyaTeQVUL8cQsbMsi9GjR6suQ3RAj80uVAVLboCagvAR+VAFWAM6/WE8PzzJtk1ItaObYfuOh+P5eO0cMTdMk9TBud3yWKJzGaaJlT1cltlr6PRx16OlDoYr3wkfmT+6GJZ+NPx1nnE6oe+x+7sEINnpS/W8TpbZK6B6OYaIneM4rFq1SrLTUI/Mzm2A5R+Hsg2QPACuXAgpnT+Rb8o2DJKs6H7sKN/F9l2Xyh0bzlju2xWPJTqX77qE9m6UZfYaam3c9VgDLg1vQ+0MOPpvWHYzOHWqq2pRj9zfJQjJTl+qM5PJvAKmfO+udkzTZOjQoZKdhnpcdr4Ha+6AI++CnQ5XLIBemp7MyjBI6jtQlvvqyDAwe2fLMnsdybg704BLw0fo7XQ48i9Y9tG4nND3uP1dApHs9KU6M3nGKKA6dBE70zTJzc2V7DTUo7LzQuGJ/P4/gWHD5W9Av4tUV9VhhmmSkj0Uoydkl2AM08TqNyT8EQ+hFRl3rRhwGVzRZEJ/eL7qis7Qo/Z3CUay05fqzOQZo4Dq5Rgido7jsGzZMslOQz0qu8qdUPg6GFb4O5KHXKe6orPiuy4VW9fJcl8N+a5LaNcHssxeQzLu2pB9OVzxT7jwFzD8E6qrOUOP2t8lGMlOX6ozkxPgKaD6HRwRO9M0GTVqlGSnoR6VXe88uPx/w+2hN6qtpTMYBqmDh8tyXx0ZBlb2cFlmryNTxl2bsqeHfxo1VICVDFaKuppO6lH7uwQj2elLdWYymVdAdegido2fZRL6SfjsqvdBqBL6TAr/PxEm8ScZphn+7K7QjmGamL2z5Wz2GjIMGXdRayiHxddCcj+Y8VflE/qE398lMMlOX6rndTKrVED1cgwRO8dxWLx4sWSnoYTOrnQDLLoU3rsuPKlPML7rULH5fXw3AbNLcL7rENqxRpbZa0jGXQwqd0LFVih+B5Z9DNyg0nISen+X4CQ7fanOTCbzCqh+B0fEzjRN8vLyJDsNJWx2R/4F/5oJ9UchZRCY6pd4djrTJDVnLCRadj2BaWINGY0vJ8DTj4y76PX/CFwxH6xUKP4nLFc7oU/Y/V0PINnpS3Vm8oxRQHXoInamaZKdnS3ZaSghs9v/Giy5AZxqGHglXL0U0oaorqrTGYZJUu9+GDIh1I5hmJiZ/eRz1xqScRejgVecmtAfXgDLbgl/9EmBhNzf9RCSnb5UZybPGAVCoZDqEkSMQqEQCxculOw0lHDZ7XgWVn02/DV0wz8VPrNyUpbqqrqE7zqU5S+X5b4a8l2Hhq0rMTzJTjcy7jpg4JUw8x8nj9C/AwunQeXubi8j4fZ3PYhkpy/VmclkXgHLslSXIGJkWRZTp06V7DSUUNnt/T1seDDcHnsfXPZa+CzKico0yRh9viz31ZFpYo/IwzcSYNz1NDLuOmbQrJOrpIaFj8wHMrq9hITa3/Uwkp2+VGcmZ7NXQPVyDBE70zTp27ev6jJEByRUdsM/Bbt/E/5+4wkPJ/wSZsMwCfTqrboM0QGGYWKmZ8nZ7DUk4+4s9JsK162H2kOQOvjU5b7fLdvrhNrf9TCSnb5Uz+tkVqmA6uUYInahUIj58+dLdhrSPjunLvxCEMJHeq5ZAed+PeEn8hBe7lv6wXuy3FdDvuvQsGmpLLPXkIy7s5SSDX0nn/p/4euw9EZoKOvyh9Z+f9eDSXb6Up2ZTOYVsG1ZEKEb27aZPn26ZKchrbOrOwrvXg5bnzx1mZWkrp7uZlpknjsVTFl2qB3Twh5zoSyz15GMu87j1MAH94RPjPfOVCjf0qUPp/X+roeT7PSlOjN5xihg9IAjaonGMAwyMzNVlyE6oL3s6l0Pxzvz8jrv1IXVjofb5P+2CSlWF78XevQ9eP+LUFuEV3uQ2pFfgqTol+B1S41dzDAM7LTu/9ypOHuGYWCmZoAjy+x1I+Pu7DTfp6RiTn+HlFUfx6zei7/wIwSnvoiT86kzbteRbXZL+y8zNYMaxwf8Vm+XCPuHRCOvM/Wlel4nk3kFVC/HELELhUIsWLCAG264gUAgoLocEYO2sqt3PVYW11LXwmy+wa+LtJcfribJcCP/T7VNLhuc1jUvhtwgfPht2PFTwKc2dRSrx/+F2uNJQHXUd9OlNXYT33UoW7+EPhdegWHJ7konvuvQsHEJxsiLgR60miQB+K5D6dplMu46oOV9yhgC573HlF3/yYCKJaSs/gx7DqxmZ+6j+Mapv2+s2+yWHst3HbwtyzHzpreZXSLsHxKNvM7Ul+p5nWylFVC9HEPEzrZtrr32WslOQ21l53hQ53jYpkHAbP7OquWfepGTapsknfzO5ZDnU+ecPBrS2atQyzfDqs+F/wVC5/wXSwc8jhHoRaoZ/Tu/XVpjdzItek+6XJb76si0CJx7KX69rETTjoy7Dmt1n2IPYPPEv3JOwfcYcfBnjD78c/rUbubDvDfwzUCHttktPZZvBfDPvwwjEGj1aGHC7B8SjLzO1JfqzOQZI0SUVA9W0XHtZRcwDZKs5i98fM9o/vsmL8wcr/Xlix3m1MC/roCGUkgeAB95keDAObiHqkltob52764ralRAjgxqzLIBt92rifgj4+7stLRPgQBFY35AXdZkxm6/m9rMSQQCp1atdHSb3fSxfB8wAmAabS79TZT9Q6KR15miI2R9jQKOI2eI1Y3jOCxYsECy05A22dnpMOlpGHIj3LAZht2kuiL1PJey9UvAkwmhdjyX0OZlGL5kpx0Zd12qJPvjbJi6iv3nPBa5zPTqO+fOJTttafNaRZxBdWYymVdA3nnTj23b3HDDDZKdhuI6u/1/hmPLTv1/1J0w82+QOlBdTfHEtOhz4RWy3FdHpkXg/BlyNnsdybjrcvVpo+Hk2DC8IFM+vIFJu+/CqD96dncs2Wkrrl+riDapzkwm80JESfU7b6Lj4i67hnJY+TlY9RlY9YXw/yH83fHybRfNyHdda0yy05aMu+7Tp/TfZFZ9wLDjr5P2zgTY9euzOrIu2ekr7l6rCC3IZF4BGaz6cRyHRYsWSXYairvsji6BBROh8NXwkZlzbg8vsRdn8lzKN66QJaM68lxC21bJMnsdybjrVqX9b+CDSYspT78AI1QBH8yDRRfDiQ9ivzPJTltx91pFRE11ZjKZV0C+ckI/gUCAm2++WbLTUNxk5wYh/2H49yyoLYKMUXDNCpj4OJjyvGqJYdn0nXa1nIxLQ4ZlkzRpFr4p2elGxl33q8y8iBUT3yM4+RcQyITSD2DhNFh3D7jRf55estNX3LxWETFTnZlM5hXwfTmLqG5836eyslKy01BcZOfWh4+0bH8G8GHUf8H1G6H/xepq0oDv+zi11TLuNOT7Pl5d9cnTawudyLhTxLAIjZ4HN+6E3M8CPpRvAjM56ruQ7PQVF69VRIeozkwm8wqoXo4hYuc4DsuXL5fsNBQX2VkpkDEakvvDjLfhI7+DQIa6enThuVRuWydLRnXkuTi718syex3JuFMrdRBc9grM+jdM+82p86iEKqFiR9u3ley0FRevVUSHqM5MJvMKqF6OIWIXCASYM2eOZKchJdlV74P3vwg1hacum/LfcMMWGPbR7qtDc4Zl0/eiK2XJqIYMyyZp4kxZZq8hGXdxYtAsyDr31P83PQb/nAgffhuc2hZvItnpS15n6kt1ZjKZV8DzPNUliBh5nkdpaalkp6Fuza7uSPgzjn8fBwV/hM2Pn/pd+nD5yrkY+b5HqKoc35dxpxvf9/BqKmSZvYZk3MUh34Oa/eCFYOuTMP88rMP/OPNqkp225HWmvlRnJpN5BVxXlj/pxnVd1q1bJ9lpqFuya6iAD78DfxsFu38FvgODZ8PYe7vuMXsCz6N6z2aQFzf68Tyc/Vtkmb2OZNzFH8OE6W/C9L9CWg7U7Cd15c1M3fZJsireP3U9yU5b8jpTX6ozk8m8AqqXY4jYBQIBZs+eLdlpqMuz2/Ur+Ns5sPWH4NZCv4/AVYvhyneg75SuecwewrBs+kyeLktGNWRYNknnXSbL7DUk4y5OGQbk3AI3bocJX8c3bAaWL+KiD69l8KEXwleR7LQlrzP1pTozmcwroHo5hoid53kcO3ZMstNQl2dXdwQaSiFzQvioybXvw8Aru+axehjf92goPyFLRjXk+x5e5QlZZq8hGXdxzk6HyT+idvYmDmTPJWRlUTIgfC4W3/cwjm3CcGoUFyliJa8z9aU6M5nMK6A6dBE7z/PYsmWLZKehzszOcOsZdPTP9K5ad+rCCQ/BxS/BDZvDR00azzwszp7nUVe0S5aM6sjzcA/vwZAJoX5k3GnB7zWOTaN/yYqLdxJKOnk+Fs9j/K6vMG31eeTsfxo7dEJtkSJq8jpTX6ozk3U4Cti2/Nm7W3XIw47xRaVtQooVfr/Ltm1mzZrVFaV1u3rXw+nAdsf1PSyj7ff/akPQ+B5hdcgjFMVtWtL0bx+t1vtlMm36FdT7QKj5FWpCHm4UBw7Tq7cx/OifyT7yZwJOGaUZ06g5Z0X4l0YvyPkCuIDb9h82mr9hR+pr+bF8akLRBx15rDh6L8KwbLLOv0R1GaIDDMsmMP4j+FUNqksRMUrEcdeR/V6s22s4u212R3lWeqQd8CrJME+QFCxhRMEPyCn8KUcHf4GDOfcSTB1xVo/Tla8dTteR1wDdrSN/j7b6lUivM3sa1fM6mVUqoPodnJ5o+eHqmD9DlmqbXDY4jRTLxPM8iouLGTx4MKYZ3zuYttS7HiuLa6mLcQ/k+j6lQY++yRZWG5O9oAOQCcCSQ1XUuO3fpiWNf/toP4XUVr9834OKEsjqj3HaC4qQ51NS75JiBUg6rUjLqeY/yku4pbyEvPqZkcvrknPYl3EVB4srse3oPycV7d8w2vra4ng+x+pcVh2pJRDl07XxsdJT4mdZtO95hMqPE+g9AEPjcdcT+Z6HV34MzEzVpYgY+b5HQ2nijLuO7Pc6sr2Gjm+zO0vI6s2qce8yuGEFOQd/QUb1JoYc+i2DD71ASfYtHMj9Og2p58V8v1392uF0TV9/xaOO/j3a6leivM7siVTP62Qyr4Dq0Hsi2zRIsqPfOIY8nzrn5LuuVjizvXv3MnDgQK03so4HdY6HbRoEzOj3rLWOR73jYaZYpLbxd2z6G9MworrN6Zr+7aOdKrfVL9/1qSspIrXPAIzTdqC+4+F4Pl4L89fzt/0nV5YdAMAzbEr7z6F48O0czJjJ/mqXYXYgpn5F+zeMtr62eH54Qm+bdPljdSnfp674AIGs/qorEbHyfdxjBzAGxj5xEIp5iTXuOrLf68j2GuJgO+r71B4p5vj4T1Iy6FZ6ly1h2IGf0afs3ww49ial/a6jvAOT+a5+7dDU6a+/4lFH/h7t9StRXmf2RKrndTKZV0D1coyeKGAaMb9L7jTZG9u2zYwZMzq7LGVi/Xs0uOHr2kbbt2v6AsY2ortNS5wOvhJqsV+WTfJ501q8fmO/AqETDDn6vxwf+ElCSdkAHBn4SaprVvFWVn8mj34XM2X4yRt5gBtzv6L9G7Z0m47qzsfqCoZlkXXeVNVliA4wLIvA2Itkmb2GEnXcxbLf68j2uuntVDk9u/K+V1Le90rSqrcw+PAfOJ79CTi5ew1sfxrKVsPwT8LQj0JSVrv331WvHU7X0dcA3S3Wv0db/Uq015k9iep5ncwqFVD9Do6Ined5FBUVkZOTI++Yasb3PIIlxST3H9x8yajn0K98GaMPvcSoin9g+g0Yvsuh4fcBcCT7Y3zDfwEMg7ykASQrqr8nazU7Efd8z8M9cRgCfVWXImLkex71x2Tc6ai1bWZtRh57x/53+D8nP9QfKPwTVG2HQ38HMwkGz45pYi86l7zO1JfqeZ1M5hVQHbqIned5HDp0iKFDh8pGVje+T0PpUZL7DcJ0axlw9C/0KX2XPmXvYTsVkatVZ1xAMGXoqdsZlpyZXrUm2QnN+D5e+TGM/n1UVyJiJeNOXzFkV3/Jn0k7/H9w4C9QeXJS3zixH34rXPrHbihYNJLXmfpSPa+TybwCqpdjiNjZts2ll16qugwRI8MLktJwCGP8FAB812TU7oewvDoAGuw+7Mq6hYpht+P1naKyVNECw7LIHC+56MiwLAKjJskyew0ZlkUvGXdaimWb6WXlQf+JMPF7UL41PKk/8L/hiX3Tk8X6PnbR6wS8S8Hu10WVC3mdqS/V8zqZVSrguq7qEkSMXNeloKCAkSNHYllxekYWAUBK3T76nHiXPqX/onfZUupTclk5/A1SBuaAlULx0P/CtTIo63sNxSmT2F/tMiIjiQzVhYsz+J5H/dEiUgbmyHJfzfieh3vsAKRkqy5FxMj3POqKZdzpqMPbzN7nhX8mPh6e2JtNpgdlG0hZ/Vn+f3v3HhXFffcP/D0ze+MuoIKIKAqIiiYGo8Em2pyoJPWnie1zjE971F9iEsnVS2sraRvbpFGTkyeS/oiXEB5tHqkaozSJmidiEzEqRWOgQky8goqXILcF2evMfH5/LCwusIDGuDvm8zpnDrOznxn2u++Z3fnuzs5MgYCrQSPQ1Gs8GsPSYA4bD8e1R7Ox74X3M7XL1/067sz7AJE2TuzB2hAR6uvrMWjQIF8/FNYJqXovRpx5H1ENexBoO+1xn06uBxovAH1jAQAVCcvb7mw5mR3zU0SQr5rd2TENIYLabIZg7OPrR8KuG293mnUzXjN7tTvbvaMBSugISI1fI6S5HCHN5Yi58A4AwGaKw5mE11DbZ9r3eNAM4P1MLfN1v4478z7g68Mx2PXT6XS4++7b7+y+mkIq0HQKqPsKqP8KGPknQDIBAHTntyD+smvnQhV0aAxLQ33EZNRHTkZzUAoC+LfvmiRIEkISR/n6YbAbIEgS9PEj+TB7DRJECcG83WnSD/KaGf0ArOlHUVRxGlHNhxDZVIRQ80EEN/0bJts5yLpe7tLwmv9Fv4v/7frmvtd4NBvvuLmP5TbG+5na5et+HfcqfcDXh2Ow66coCk6ePInExEQ+/OkWESznIVzai7iHdyEo9iLEXa8BcmNbwYD/ACLHAADk6HRcaJZhjpyM5siJUHSh7jJSVVgvnEFATDwfMqoxpKqwXqzg7DSIVBXypTNAUIyvHwq7TqSqsFTxdqdFP+Rrpt0QhSuBD8Mc/QgAQJKbENL4JZpCx7hrwuv/icjaXYis3QUAUAQj6oxJcAYnwxEyDJdjHoPTwEfrdIb3M7XL1/067swz1kNWq9XXD+H2QgS9sxomayVM1koEWM+gOmomHMbBAADd+fchHv0tYu5vqZcBiEag1yggIhXQBbkXpfR/BOWYhACd2Mk1XwnktMN9cV2mIZyddhHgtAP8szIN4u1Ou25ddoouBA0R93tMu9xvLuzGOISaDyLUXASDswZ9bGWArQyoAS73m+Oujalag7CG/bAEJsMS1DIEJAI/4gvB8n4muxHcmfcB/sRNeyRJwujRo339MDRHVO0QVQIQAAAIbTiA/uf/HwKsFTDZKiEpzR711sAhaGzpzCsRY0Hh9+C7D4HmqhgMeudFSNGjAFF/XY9BECUExQ+/Ke1htxZnp12CKEEXNwzgw+w1h7c77fJ1dpbgFFiCU3ABz7vOm9F4Gs115RhCpxHqqIDTEOWuDasvRO+aHQA+dE8jiLCaBuGqaTAQlQ/oW05Na/4WgAoExgL6UNyOeD9Tu3zdr9PE8VOrV69GfHw8TCYTUlNT8cUXX3RZX1hYiNTUVJhMJgwePBhr167tULNt2zYMHz4cRqMRw4cPR35+vsf9eXl5GDBgACIiIrBkyRKP+yorK5GUlITGxkbcCF8fjsGun6IoKC8v5+wACKoTgtq2g26ynEbs2VWIP/UiRhx/Av8TNgW7wu/Eg18l4qnyWPSt3eGu1cmN6F2zA0HNX0NSmkEQYDPGoqHXvbjcbw7sxraT9qh97oM6oRCV26fhyqFUIGzkdXfkAYBUBc1nT4BUzk5rODvtIlWBfOEk4OPr77Lrx9uddvlVdoIAS8BgnA19EGdiF+FUcjZwzflrLgx4AacTVuJSv/8Lc1ganLpwCFARaDuDyMb9gBTQtqx/vwjsHAFsDQPeDwV2DAc+mwL863Hg6EuA6myrtX4H2GsBf3gOrgPvZ2qXrzPz+2/mt2zZgoULF2L16tX4yU9+gnXr1uGhhx7CsWPHEBcX16G+oqICP/vZz/Dkk09i48aNOHDgAJ555hn06dMHv/jFLwAARUVFePTRR/HKK69gxowZyM/Px8yZM7F//36MGzcONTU1eOKJJ7BhwwYMHjwYU6dOxU9/+lNMnToVAPD0009j5cqVCA29PT8dZLc5UiHJTTA6myDJjdDJjZCURjQHjYDD5OpMB14tR7+L6133K40QHA0YZ7+CYOUKDHI9jg/LQXX0fwIAAiwnEX/mj+7FxxhaRlreWwPt53C1ZVJTyGicSvwv2ALiXYMpDiS2O6RO4UM7GWOMsdtZY6/xaOx1zXXVW356Z2j6FmT7DkOvPXGtZAQM4YCjHpCbgMZvXAPg6vSP/HNbbfE84OJOAAJg6AUYIgFjBGCIAIyRwD1/A8SWb1KvFAGOWkAX3Dbog10/49MF39AXCIzdan7fmX/zzTcxb948PPHEEwCArKwsfPrpp1izZg1WrFjRoX7t2rWIi4tDVlYWAGDYsGH48ssv8cYbb7g781lZWZg8eTIyMzMBAJmZmSgsLERWVhY2bdqEM2fOICwsDI8++igA4P7778exY8cwdepU/P3vf4fBYMDPf/7zG26Trw/HYNdPkiSkpKR0X0gEkOIaBF3bG4ZsAZxm13RVbquhlvGgQYA+xFVrqQIaygHV4fq0WXV4jsc8CAS7DkUX6o/g58P+CoNkg+7LQAA2QLYCigVQrK43uH6TXcut+ghBB36J/9Pu0PZWJ5LX4Lt+swEARvtFxFxY57WZeke1e9wWOATfRf0nnIY+sOj6Ys2/B6BW7YvH7g3GWSUSUeH93ddwdxqjcSl2fvfP400kiBKCBibd0v/Jbg7OTrsEUYKufyIfZq9BvN1pl6azEwQ4DVFo7tUXVlnF0Gvv+8km11+5GbBccO0nWaoAaxWg2Dy+8YdiaxkhV+ffUQ/3NwpSIDB+Y1vt18uBi21HD3YwywmILV2lkiXAd3sBXTBMUiBS7TpAFwBBMkIVDDiT+DpIdH2bEV7zvwi0nIQqGaEKRqiiEU4YUBX6AODeI/LU4/1M5nd83a/z6868w+HAkSNHsHTpUo/pU6ZMwcGDBzudp6ioCFOmTPGYlp6ejtzcXDidTuj1ehQVFWHRokUdalo/AEhMTITFYkFJSQkGDhyIw4cP4/HHH0ddXR1eeuklfP755z16/Ha7HXa73X3bbDYDAGprawG0HZYhSZLHuCzLEATBPS6KIkRR9DrudDohSZJ7XKfTQRAE9zgAyLLsMa7X60FE7nFVVaEointcVVXodDqv44qigIjc4521w9dtcjgcsFgsSFQ/QfwXmRAACAK1nJCp5dtfUnF0WB5sQUNAqooBF9ci9lKu635S4RSBBqgAqVBlGc3j8yFE3AlRkiCdeAumb5a7LplGCoR2J5yx3LcDjl7jIIoijBXvwnj0d17XleZ73ocaPQmKLMN0YTtMJQu816b+NyguwpXHuRLcHZ3nmv5tx1pr5HE4pNGQJB3EumYENrV15FVBB1kXAlkKhSyFoLZZQl1dHQABVmc01PDnoehCIOvC0EwBuKyGIzg0BqI+Ak5DBIQGM0iRAbE3Lsa8AVJkOFQJH5hdH0o8oJhRZ5NhaqiDw9Dy6baqQJB0rmtyusdVQFXd47KswAERFw0OGB0ONKuuN+aqKzXQ2wKhKgoIBEnStYwDdlVAU0MT7JIAvU7XcoihAEEUocoOOC6cgXFAoit2wTWdFAVWlWC1qDDLgMOggyCILW0SIcMB5aprHTabGqFTLYAowSqrsF21w6wa4dCJPWoTVBU2EmG96oBZluA06kGqChBBkCTXOAiC6DlucThhbVbQSAY4RHK36dr2kaJ4tAmiAJsC2JrsMKt6OPU6d5va2idBEAT3OABYHU5YrQSz04HGln2hunozVNHmtU2CpIPFKcN21YlGMsIhots2karAKquu/6UIcOgkr20CCPbzJ2GIHQJR0sNid8BqJTSSHg5B7bZNUBVYVQHWZhlmWYDTaOiQk63ZAcDV4Pq6etgcJhCpsDoUWG0EM2xo/UFVXX0DVJu90zYBgE0VYG2yw6zo4TTous1JsolohGte69UmmA3t18PO23TtethIJjgkoct1r22cYCOh43roJScAbeuhpZP1sJM2tT52AsFadRq24FiYVdM166Fnm2xWAC3PQX1DE0hywmoDzKoEh0g9apMgSbA4ZNiar1kPu2mTaz0kWK2q53rYRZta17eO66H3nFrHXdu/85r1sPs2karC6mxZDxURDp3QbZsAATa1ZftvXQ970CZSZFhVwGpR0eBU0fRdZctrJnltk2v7V65ZD9GjNoGuWQ8VCU5D+/WwY5sEUYRTluFQCJdNMoyCCqFlf0GRZfd4Z/sUNgVoqm+EXa+DXhK7zKn1tdzqaF0PRThE9KhNXa+HnbepdVyGAIfTiYsGB4KNum7bJIoiGq12NJkdsOtE6MjVDlIVOM6fgmFAAgRR6vT9yakocDgVXDbJMEnw2McjVYXUflxR0OxU0dRoh10g6ET0qE2CKMJid8JqbXntEMjrunftuAwRDpVQpbMixOTqHCuyDKllf0+Rw6HT9wWFjoYSKEOn10O9UgdVVSFJEmjU+1BlG/TqVZC9FrDVQlIbAXsdoNig1Da49yMC1P4QDXdAUJohyFZAboYgX4VAMkg0oqnGDFGSoCgyAqv+Df13X6JV2yl4W94fIjJBOgMEQUT0qffQu/YjtHdm5D6YwwKg6MUO+7CiKKKsrAzJyckwmUy35X757dom176zD683T37swoULBIAOHDjgMf3VV1+lpKSkTudJTEykV1991WPagQMHCABdvHiRiIj0ej3l5eV51OTl5ZHBYHDf3r59O6WkpNCQIUNo2bJlRET02GOPUVZWFhUWFtKdd95JI0aMoK1bt3p9/MuWLWvtNfLAAw888MADDzzwwAMPPPBwGw6nT5/ucR/3ZvLrb+ZbCYLnpaaIqMO07urbT+9umTNmzMCMGTPct/fu3YuysjJkZ2cjISEBmzZtQnR0NMaOHYsJEyagb9++HR5HZmYmFi9e7L7d0NCAgQMH4ty5cwgLC+uqyczPNDY2YsCAATh//jyfK0FjODvt4uy0i7PTLs5Ouzg77eLstMtsNiMuLg4RERE++f9+3Znv3bs3JEnC5cuXPaZXV1cjKiqq03mio6M7rdfpdIiMjOyyxtsy7XY7nnnmGWzcuBGnTp2CLMuYOHEiACApKQnFxcWYNm1ah/mMRiOMxo7XywwLC+MNVaNCQ0M5O43i7LSLs9Muzk67ODvt4uy0i7PTLlH0zUXi/PrSdAaDAampqSgoKPCYXlBQgPHjx3c6T1paWof63bt3Y8yYMdDr9V3WeFvmK6+8goceegh33XUXFEWBLMvu+5xOp88vScAYY4wxxhhj7MfFr7+ZB4DFixdj9uzZGDNmDNLS0vDOO+/g3LlzyMjIAOA6lP3ChQt47733AAAZGRnIzs7G4sWL8eSTT6KoqAi5ubnYtGmTe5kLFizAhAkT8Nprr+Hhhx/Ghx9+iD179mD//v0d/v/XX3+NLVu2oLS0FACQnJwMURSRm5uL6OhofPvtt7j77rt/+CeCMcYYY4wxxhhr4fed+UcffRS1tbV4+eWXcenSJaSkpGDXrl0YOHAgAODSpUs4d+6cuz4+Ph67du3CokWL8PbbbyMmJgZ//etf3ZelA4Dx48dj8+bN+MMf/oA//vGPGDJkCLZs2YJx48Z5/G8iwlNPPYVVq1YhKMh13sqAgABs2LABzz77LOx2O7Kzs9G/f/8etcVoNGLZsmWdHnrP/Btnp12cnXZxdtrF2WkXZ6ddnJ12cXba5evsBCJfnUefMcYYY4wxxhhjN8KvfzPPGGOMMcYYY4yxjrgzzxhjjDHGGGOMaQx35hljjDHGGGOMMY3hzjxjjDHGGGOMMaYx3JlnjDHGGGOMMcY0hjvz12n+/PkQBAFZWVnd1m7btg3Dhw+H0WjE8OHDkZ+f36Fm9erViI+Ph8lkQmpqKr744guP+9944w1ERUUhKioKq1at8rivuLgYqampUBTle7XpdvanP/0JycnJCAoKQnh4OCZNmoTi4uJu5+PsfMvpdOJ3v/sdRo4ciaCgIMTExGDOnDm4ePFit/Nydr63fft2pKeno3fv3hAEAaWlpT2aj7Pzve6e3/YKCwuRmpoKk8mEwYMHY+3atR1quss1Ly8PAwYMQEREBJYsWeJxX2VlJZKSktDY2Pj9G3eb2rdvH6ZNm4aYmBgIgoB//OMf3c7DufmHFStW4O6770ZISAj69u2LRx55BMePH+92Ps7P99asWYNRo0YhNDQUoaGhSEtLwyeffNLlPJyb/1mxYgUEQcDChQu7rPPr7Ij1WH5+Pt1xxx0UExNDq1at6rL24MGDJEkSLV++nL755htavnw56XQ6+te//uWu2bx5M+n1esrJyaFjx47RggULKCgoiM6ePUtEREePHqWAgAD65z//SXv27CGTyURlZWVERORwOOjOO++kQ4cO/WDtvR3k5eVRQUEBnT59msrLy2nevHkUGhpK1dXVXufh7HyvoaGBJk2aRFu2bKFvv/2WioqKaNy4cZSamtrlfJydf3jvvffoz3/+M+Xk5BAAKikp6XYezs73unt+2ztz5gwFBgbSggUL6NixY5STk0N6vZ4++OADd013uV65coVMJhNt3ryZDh06RH369KEdO3a453/wwQdp27ZtP2zDNW7Xrl30+9//nrZt20YAKD8/v8t6zs1/pKen0/r166m8vJxKS0tp6tSpFBcXR1evXvU6D+fnHz766CPauXMnHT9+nI4fP04vvvgi6fV6Ki8v77Sec/M/hw4dokGDBtGoUaNowYIFXuv8PTvuzPdQVVUV9e/fn8rLy2ngwIHdduZnzpxJDz74oMe09PR0mjVrlvv22LFjKSMjw6MmOTmZli5dSkREW7ZsoXHjxnnUv//++0RE9Oqrr9ILL7zwfZr0o2Q2mwkA7dmzx2sNZ+efDh06RAC8diyIODt/U1FR0ePOPGfne909v+399re/peTkZI9p8+fPp3vuucd9u7tci4uLKSoqyqP+9ddfJyLXh7HTp0+/8Qb9CPWkM8+5+a/q6moCQIWFhV5rOD//FR4eTu+++26n93Fu/qWpqYkSExOpoKCAJk6c2GVn3t+z48Pse0BVVcyePRtLlizBiBEjejRPUVERpkyZ4jEtPT0dBw8eBAA4HA4cOXKkQ82UKVPcNSNHjsSJEydw7tw5nD17FidOnEBKSgpOnTqFDRs24C9/+ctNaN2Ph8PhwDvvvIOwsDDccccdXus4O/9kNpshCAJ69erltYaz0y7Ozrd68vy25y2zL7/8Ek6ns8ua1mUmJibCYrGgpKQEdXV1OHz4MEaNGoW6ujq89NJLyM7OvllNZC04N/9lNpsBABEREV5rOD//oygKNm/ejObmZqSlpXVaw7n5l2effRZTp07FpEmTuq319+y4M98Dr732GnQ6HV544YUez3P58mVERUV5TIuKisLly5cBADU1NVAUpcuaYcOGYfny5Zg8eTKmTJmCFStWYNiwYcjIyMDrr7+OTz/9FCkpKRg9ejT27dv3PVt5+9qxYweCg4NhMpmwatUqFBQUoHfv3l7rOTv/Y7PZsHTpUvzyl79EaGio1zrOTrs4O9/qyfPbnrfMZFlGTU1NlzWtywwPD8ff/vY3zJkzB2PHjsWcOXOQnp6O3/zmN3j++edRUVGB0aNHIyUlBR988MHNau6PGufmn4gIixcvxr333ouUlBSvdZyf/ygrK0NwcDCMRiMyMjKQn5+P4cOHd1rLufmPzZs346uvvsKKFSt6VO/v2emuq/pHIC8vD/Pnz3ff3rlzJ9566y189dVXEAThupbVvp6IOkzrriYjIwMZGRnu2xs2bEBISAjS0tIwdOhQHD58GFVVVZg1axYqKipgNBqv6zHeTtpn98knn+C+++7D/fffj9LSUtTU1CAnJwczZ85EcXEx+vbt63VZnN2t5S07wHUyvFmzZkFVVaxevbrbZXF2t1ZX2V0vzs73epJBd/Xtp3e3zBkzZmDGjBnu23v37kVZWRmys7ORkJCATZs2ITo6GmPHjsWECRO6fO1mPcO5+Z/nnnsOR48exf79+7ut5fz8w9ChQ1FaWoqGhgZs27YNc+fORWFhodcOPefme+fPn8eCBQuwe/dumEymHs/nz9lxZ76d6dOnY9y4ce7bW7duRXV1NeLi4tzTFEXBr3/9a2RlZaGysrLT5URHR3f4NqO6utr9qU3v3r0hSVKXNe3V1NTg5Zdfxr59+1BcXIykpCQkJiYiMTERTqcTJ06cwMiRI2+k2beF9tn1798fABAUFISEhAQkJCTgnnvuQWJiInJzc5GZmdnpcji7W89bdk6nEzNnzkRFRQU+++yzLr+VBzg7X/CW3fXi7HzrRp5fb5npdDpERkZ2WeNtmXa7Hc888ww2btyIU6dOQZZlTJw4EQCQlJSE4uJiTJs27YbayFw4N//z/PPP46OPPsK+ffsQGxvbZS3n5z8MBgMSEhIAAGPGjMHhw4fx1ltvYd26dR1qOTf/cOTIEVRXVyM1NdU9TVEU7Nu3D9nZ2bDb7ZAkyWMef8+OD7NvJyQkxN3xS0hIwFNPPYWjR4+itLTUPcTExGDJkiX49NNPvS4nLS0NBQUFHtN2796N8ePHA3C9AKSmpnaoKSgocNe0t3DhQixatAixsbFQFMX9Ow0AkGX5R3+5pfbZBQQEdFpHRLDb7V6Xw9ndep1l19qRP3nyJPbs2eN+wewKZ3fr9XS76w5n51s38vx6y2zMmDHQ6/Vd1nhb5iuvvIKHHnoId911FxRFgSzL7vucTidndhNwbv6DiPDcc89h+/bt+OyzzxAfH9/tPJyf/+pq/5Jz8w8PPPAAysrKPPp1Y8aMwa9+9SuUlpZ26MgDGsjuhk+d9yPW2dnsZ8+e7XHG3wMHDpAkSbRy5Ur65ptvaOXKlV4vs5Sbm0vHjh2jhQsXUlBQEFVWVnb4n7t376axY8eSoihE5Dq7vslkol27dtG6desoMjKSLBbLD9Ngjbp69SplZmZSUVERVVZW0pEjR2jevHlkNBo9Lh3C2fkfp9NJ06dPp9jYWCotLaVLly65B7vd7q7j7PxTbW0tlZSU0M6dOwkAbd68mUpKSujSpUvuGs7O/3T3/C5dupRmz57trm+9XM+iRYvo2LFjlJub2+FyPT3JtVV5eTklJCS4L8tlsVgoMjKS3n33XdqxYwcZjUaqqqr6gZ8F7WlqaqKSkhIqKSkhAPTmm29SSUmJ+8ofnJv/evrppyksLIz27t3r8T537WsT5+efMjMzad++fVRRUUFHjx6lF198kURRpN27dxMR56Yl7c9mr7XsuDN/AzrrzE+cOJHmzp3rMW3r1q00dOhQ0uv1lJyc3On1A99++20aOHAgGQwGuuuuuzq9HInFYqGkpKQOl3fKycmhqKgoiouL87hWIXOxWq00Y8YMiomJIYPBQP369aPp06d3uM40Z+d/Wi9p1tnw+eefu+s4O/+0fv36TrNbtmyZu4az809dPb9z586liRMnetTv3buXRo8eTQaDgQYNGkRr1qzpsMye5KqqKo0fP54+/vhjj+kff/wxxcXFUVRUFOXk5NycRt5mPv/88063t9bti3PzX97e59avX++u4fz80+OPP+5+rezTpw898MAD7o48EeemJe0781rLTiBq+QU/Y4wxxhhjjDHGNIF/M88YY4wxxhhjjGkMd+YZY4wxxhhjjDGN4c48Y4wxxhhjjDGmMdyZZ4wxxhhjjDHGNIY784wxxhhjjDHGmMZwZ54xxhhjjDHGGNMY7swzxhhjjDHGGGMaw515xhhjjDHGGGNMY7gzzxhjjDHGGGOMaQx35hljjDHGGGOMMY3hzjxjjDHGGGOMMaYx/x96FqP/VHwd3wAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_hist(returns=Y,\n",
    "                  w=w,\n",
    "                  alpha=0.05,\n",
    "                  bins=50,\n",
    "                  height=6,\n",
    "                  width=10,\n",
    "                  ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Calculate efficient frontier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.6894%</td>\n",
       "      <td>6.6516%</td>\n",
       "      <td>4.7593%</td>\n",
       "      <td>17.4514%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>11.7019%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.5489%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.5918%</td>\n",
       "      <td>0.5055%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>26.1992%</td>\n",
       "      <td>3.3163%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.6966%</td>\n",
       "      <td>1.6972%</td>\n",
       "      <td>6.4671%</td>\n",
       "      <td>3.6874%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.9022%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.1653%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.1175%</td>\n",
       "      <td>4.9220%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>27.3730%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.1761%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>7.7140%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.0389%</td>\n",
       "      <td>1.2117%</td>\n",
       "      <td>9.4790%</td>\n",
       "      <td>5.8509%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>26.0669%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>4.9226%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>10.8113%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.4604%</td>\n",
       "      <td>5.0189%</td>\n",
       "      <td>8.1531%</td>\n",
       "      <td>4.9600%</td>\n",
       "      <td>0.8984%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>23.6468%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.4452%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>12.6920%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.5352%</td>\n",
       "      <td>8.2394%</td>\n",
       "      <td>7.3098%</td>\n",
       "      <td>4.4609%</td>\n",
       "      <td>3.2102%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>21.7050%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     AAPL    AMZN     APA      BA     BAX     BMY   CMCSA      CNP      CPB  \\\n",
       "0 0.0000% 0.0000% 0.0000% 0.0000% 0.6894% 6.6516% 4.7593% 17.4514%  0.0000%   \n",
       "1 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 6.6966% 1.6972%  6.4671%  3.6874%   \n",
       "2 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 6.1761% 0.0000%  0.0000%  7.7140%   \n",
       "3 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 4.9226% 0.0000%  0.0000% 10.8113%   \n",
       "4 0.0000% 0.0000% 0.0000% 0.0000% 0.0000% 3.4452% 0.0000%  0.0000% 12.6920%   \n",
       "\n",
       "       DE  ...       MO    MSFT       NI    PCAR      SEE       T     TMO  \\\n",
       "0 0.0000%  ... 11.7019% 0.0000% 10.5489% 0.0000%  8.5918% 0.5055% 0.0000%   \n",
       "1 0.0000%  ...  0.9022% 0.0000% 10.1653% 0.0000% 10.1175% 4.9220% 0.0000%   \n",
       "2 0.0000%  ...  0.0000% 0.0000%  8.0389% 1.2117%  9.4790% 5.8509% 0.0000%   \n",
       "3 0.0000%  ...  0.0000% 0.0000%  3.4604% 5.0189%  8.1531% 4.9600% 0.8984%   \n",
       "4 0.0000%  ...  0.0000% 0.0000%  0.5352% 8.2394%  7.3098% 4.4609% 3.2102%   \n",
       "\n",
       "      TXT       VZ    ZION  \n",
       "0 0.0000% 26.1992% 3.3163%  \n",
       "1 0.0000% 27.3730% 0.0000%  \n",
       "2 0.0000% 26.0669% 0.0000%  \n",
       "3 0.0000% 23.6468% 0.0000%  \n",
       "4 0.0000% 21.7050% 0.0000%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "points = 50 # Number of points of the frontier\n",
    "\n",
    "frontier = port.efficient_frontier(model=model, rm=rm, points=points, rf=rf, hist=hist)\n",
    "\n",
    "display(frontier.T.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "\n",
    "label = 'Max Risk Adjusted Return Portfolio' # Title of point\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=w, label=label,\n",
    "                      marker='*', s=16, c='r', height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting efficient frontier composition\n",
    "\n",
    "ax = rp.plot_frontier_area(w_frontier=frontier, cmap=\"tab20\", height=6, width=10, ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating Risk Parity Portfolios for Square Root Kurtosis\n",
    "\n",
    "### 3.1 Calculating the risk parity portfolio for Square Root Kurtosis."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AAPL</th>\n",
       "      <th>AMZN</th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>...</th>\n",
       "      <th>MO</th>\n",
       "      <th>MSFT</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>2.4551%</td>\n",
       "      <td>2.3390%</td>\n",
       "      <td>2.3561%</td>\n",
       "      <td>2.9710%</td>\n",
       "      <td>3.8989%</td>\n",
       "      <td>4.2350%</td>\n",
       "      <td>4.0183%</td>\n",
       "      <td>6.7929%</td>\n",
       "      <td>5.1240%</td>\n",
       "      <td>2.6398%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.7290%</td>\n",
       "      <td>2.7138%</td>\n",
       "      <td>7.0910%</td>\n",
       "      <td>3.2300%</td>\n",
       "      <td>4.6015%</td>\n",
       "      <td>4.4500%</td>\n",
       "      <td>3.2760%</td>\n",
       "      <td>3.3235%</td>\n",
       "      <td>7.4288%</td>\n",
       "      <td>3.4346%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           AAPL    AMZN     APA      BA     BAX     BMY   CMCSA     CNP  \\\n",
       "weights 2.4551% 2.3390% 2.3561% 2.9710% 3.8989% 4.2350% 4.0183% 6.7929%   \n",
       "\n",
       "            CPB      DE  ...      MO    MSFT      NI    PCAR     SEE       T  \\\n",
       "weights 5.1240% 2.6398%  ... 5.7290% 2.7138% 7.0910% 3.2300% 4.6015% 4.4500%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.2760% 3.3235% 7.4288% 3.4346%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "b = None # Risk contribution constraints vector\n",
    "\n",
    "w_rp = port.rp_optimization(model=model, rm=rm, rf=rf, b=b, hist=hist)\n",
    "\n",
    "display(w_rp.T)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_pie(w=w_rp,\n",
    "                 title='Risk Parity Square Root Kurtosis',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=6,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting Risk Composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = rp.plot_risk_con(w_rp, cov=port.cov, returns=port.returns, rm=rm, rf=0, alpha=0.05,\n",
    "                      color=\"tab:blue\", height=6, width=10, ax=None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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AgQMHwsvLC3/99ReOHTuGiIgIjBgxwuDtxJ7MDijIr7jsfH19deoxderUYttrZWWFfv36Yfbs2Thw4ABu3LiBBg0a4JdffsGlS5fktnp4eOi91tCyknraTJ58P58m/6JoD2wdP34cK1asgI+PD8aMGYPDhw/rbMvDw0NvP3Bzc4NKpZL3/aSkJKhUKr2DfIIgwMPDo9jh4sXx8vLC/v374eTkhK5du+oMg39WT/M5KWn7fH19sWfPHri5ueH999+Hr68vfH198dNPPxW5/p9//hkTJ07Epk2b0L59ezg7O6Nfv364fv16ka/Tfi4sLS0NPl/auWm387zfw4QQUp7QNfOEkArB2dkZSqUSd+/efarXaWdG/vzzzzFgwACDZerVq/fc9SsNhjqvLi4uBucP0J4VMzTzc2lydXWFlZUVFi9ebPT5wp5ndu8333wTX375JQRBwLBhwwyWcXJyglKpRFhYGN5//32DZWrWrAkA+Ouvv1CzZk2sXbtWp15PTp72vLZu3aqzzsIHaEqqRo0aeOeddzBu3DhcunQJDRs2hIuLC+Lj4/XKGlpmaWlpsF2JiYk679HTZvLk+/k0+RdFe2ALAJo3b47mzZujUaNGGD16NM6dOweFQgEXFxecOHECjDGdeiQkJECj0cjtcnFxgUajwcOHD3U6vIwxxMfHo2nTpsXWpzg1a9bE/v370b59e3Tt2hU7d+5EaGgogMedzCczLOogwtN8Tp6mfa1bt0br1q0hiiJOnTqFefPmYdy4cXB3dzc6maSNjQ2++eYbfPPNN3jw4IF8lr537964cuWK0Xpp809OTjZ6cKKo3J5WcnKyznYJIaQyoDPzhJAKwcrKCm3btsXff/9dojN/WvXq1UOdOnVw/vx5vbPi2p/i7o9sSEnO2JaGjh074vLlyzhz5ozO8uXLl0MQBLRv3/6p1/k0Z+t79eqFmzdvwsXFxWB2zzuLf2HDhg1D79698cknn8DLy8tgGWtra7Rv3x5nz55FYGCgwTppz7ALggBzc3OdjlN8fLzBmdufR0BAgNHRFk/KyMhAZmamwee0w9y1r2/fvj0uXbqE8+fP65RbtWqV3mt9fHxw4cIFnWXXrl3Tu4TkeTN5mvyfRp06dfDpp58iMjISa9euBVCw72dmZmLTpk06ZZcvXy4/X/jfv/76S6fc+vXrkZWVpXPLw+f53Pr4+GD//v1wdXVFt27dcOTIEQAFl2NYWlrq5f+0+5mxz+XTtE9LqVSiefPm8gz5T35/GOPu7o7hw4fj9ddfx9WrV3VmwX9S/fr1AQA3b94scp3Gcnta2ssGGjRo8EyvJ4SQ8ojOzBNCXoiLFy/qzdQOFAz9fJpr3IsyZ84ctGrVCs2bN8dnn32G2rVr48GDB9iyZQsWLVpktFO+aNEidO/eHV27dsXw4cPh5eWF5ORkREVF4cyZM/j777+fui4BAQFYs2YN1q5di1q1asHS0hIBAQHP20Q948ePx/Lly9GzZ09MnToV3t7e2L59OxYsWID33ntPZ/bvp6k7AHz33Xfo3r07lEolAgMDYW5urld23LhxWL9+Pdq0aYPx48cjMDAQkiQhJiYGu3btwscff4zmzZs/dzuBgk7skx03Q3766Se0atUKrVu3xnvvvQcfHx9kZGTgxo0b2Lp1q3yNca9evbBhwwaMHj0ar7zyCmJjYzFt2jR4enoWO4SYl6tXr6Jr16547bXX0LZtW3h6eiIlJQXbt2/Hb7/9hnbt2slnLseNG4fFixejZ8+emD59ujybvaGzpWFhYXjjjTcwevRovPzyy7hz5w5mzZql99krjUxKmv/TmjBhAhYuXIhvvvkGAwcOxNChQ/HLL79g2LBhuH37NgICAnD48GHMmDEDPXr0QKdOnQAAnTt3RteuXTFx4kSkp6ejZcuW8mzvQUFBCAsLk7fxvJ9bb29v+Uxzt27dEB4ejtatW+ONN97A4sWL4evri0aNGuHkyZMGD7oUxdjnsqTtW7hwIfbt24eePXuiRo0ayM3NlUfUaLMypHnz5ujVqxcCAwPh5OSEqKgorFixAi1atDA6A772dVZWVjh+/LjePCMlze1pHD9+HC4uLly+ZwkhxGSV6fR7hJAKr6jZ7AGw33//XS77vLPZM8bY5cuX2auvvspcXFyYubk5q1GjBhs+fDjLzc1ljBmezZ4xxs6fP88GDhzI3NzcmJmZGfPw8GAdOnRgCxcu1GvLkzO3G1rn7du3WZcuXZidnR0DwLy9vYvMyVAbCzOWDWOM3blzhw0ePJi5uLgwMzMzVq9ePTZ79mx5Fn7GHuc1e/Zsvdfjidmr8/Ly2MiRI1mVKlWYIAgMAIuOjpbr+eSs6JmZmezLL79k9erVY+bm5szBwYEFBASw8ePHs/j4eJ3tvP/++0XmUNI2axmazV7b3hEjRjAvLy9mZmbGqlSpwkJDQ9n06dN1yv3vf/9jPj4+zMLCgvn5+bHff/9dnjm7MGN1NzZL/LNKSUlh06dPZx06dGBeXl7M3Nyc2djYsMaNG7Pp06ez7OxsnfKXL19mnTt3ZpaWlszZ2Zm99dZbbPPmzXr7oyRJbNasWaxWrVrM0tKShYSEsH379hmczf55M2Gs5PkbUtRn4ZdffmEA2LJlyxhjjCUlJbFRo0YxT09PplKpmLe3N/v888/lz7tWTk4OmzhxIvP29mZmZmbM09OTvffeeywlJUWnXGl9bmNiYpivry+zsbFhBw4cYGlpaWzkyJHM3d2d2djYsN69e7Pbt28bnc3e0KztRX0uS9K+Y8eOsf79+zNvb29mYWHBXFxcWNu2bfXukvBknT777DMWEhLCnJycmIWFBatVqxYbP348S0xMLDIbxhgLCwtjDRo0eObcSpILYwX7t7e3Nxs7dmyxdSKEkIpEYIyxF3LUgBBCCCHcac9w/vfff2jXrl1ZV4dUYqdOnULTpk1x/PjxUhuhY8jevXvRpUsXXLp0SR7eTwghlQFdM08IIYQQQkpdSEgIBg4ciGnTpnHdzvTp0zFixAjqyBNCKh3qzBNCCCGEEC5++OEHNG3aFBkZGVzWn5KSgrZt2+Lbb7/lsn5CCDFlNMyeEEIIIYQQQggpZ0zmzPzMmTMhCALGjRsnL2OM4euvv0bVqlVhZWWFdu3a4dKlS8Wua/369WjQoAEsLCzQoEEDbNy4Ua/MggULULNmTVhaWiI4OBiHDh3Sef7777+Hu7s73N3d8eOPP+o8d+LECQQHB0MUxWdrLCGEEEIIIYQQ8hxMojMfERGB3377DYGBgTrLZ82ahTlz5mD+/PmIiIiAh4cHOnfuXORQrWPHjmHQoEEICwvD+fPnERYWhoEDB+LEiRNymbVr12LcuHH44osvcPbsWbRu3Rrdu3dHTEwMACAyMhKTJ0/G6tWrsWrVKkyaNAkXL14EAKjVaowaNQoLFy6EUqnkkAYhhBBCCCGEEFK0Mh9mn5mZiSZNmmDBggWYPn06GjdujLlz54IxhqpVq2LcuHGYOHEiACAvLw/u7u747rvv8O677xpc36BBg5Ceno4dO3bIy7p16wYnJyesXr0aQMG9T5s0aYJff/1VLuPn54d+/fph5syZWLduHebMmYPjx4/L5SdMmIBXX30VM2bMwIMHD/DTTz/xioQQQgghhBBCCCmSqqwr8P7776Nnz57o1KkTpk+fLi+Pjo5GfHw8unTpIi+zsLBA27ZtcfToUaOd+WPHjmH8+PE6y7p27Yq5c+cCAPLz83H69Gl89tlnOmW6dOmCo0ePAgACAgJw7do1xMTEgDGGa9euwd/fHzdu3MDSpUtx+vTpYtslSRJu374NMzMzCIKg0wYLC4tiX08IIYQQQgghT4sxhoyMDFStWhUKRdkMxM7NzUV+fj7XbZibm8PS0pLrNkxdmXbm16xZgzNnziAiIkLvufj4eACAu7u7znJ3d3fcuXPH6Drj4+MNvka7vsTERIiiWGQZPz8/zJgxA507dwZQcD2/n58fOnXqhFmzZuHff//F119/DTMzM/z0009o06aNXj3u378PX1/f4iIghBBCCCGEkFIXGxuLatWqvfDt5ubmoqa3LeIT+M4v5uHhgejo6ErdoS+zznxsbCw+/PBD7Nq1q8g3oPBZbaDgSNOTy57lNcWVGTVqFEaNGiX/vnTpUtjZ2aFFixaoV68eIiIicPfuXbz22muIjo7WO9tuZ2cHoOD6e0dHR3myPGtra6hUBbErlUpoNBoIgiA/VigUUCgURh+r1WoolUr5sUqlgiAI8mMA0Gg0Oo/NzMzAGJMfS5IEURTlx5IkQaVSGX0siiIYY/Jjbd2NPaY2UZuoTdQmahO1idpEbaI2UZuoTWXTppSUFPj4+Mj9kRctPz8f8Qki7pz2gb0dn5EB6RkSvINvIz8/nzrzZeH06dNISEhAcHCwvEwURRw8eBDz58/H1atXARScaff09JTLJCQk6J1VL8zDw0M+w27oNa6urlAqlUWWeVJiYiKmTp2KgwcP4sSJE6hbty7q1KmDOnXqQK1W49q1awgICNB5jfbAgJeXF5ycnIqLgzwDURRx4cIFBAYG0mSEHFHO/FHG/FHG/FHG/FHG/FHG/FHG/Gk79sWdAOXN1k6ArR2fOkgo27aZijKbzb5jx46IjIzEuXPn5J+QkBAMGTIE586dQ61ateDh4YHdu3fLr8nPz8eBAwcQGhpqdL0tWrTQeQ0A7Nq1S36Nubk5goOD9crs3r3b6HrHjRuH8ePHo1q1ahBFEWq1Wn5Oo9HQLerKkJWVVVlXoVKgnPmjjPmjjPmjjPmjjPmjjPmjjAkpHWV2Zt7Ozg7+/v46y2xsbODi4iIvHzduHGbMmCGfBZ8xYwasra0xePBg+TVDhw6Fl5cXZs6cCQD48MMP0aZNG3z33Xfo27cvNm/ejD179uDw4cPyaz766COEhYUhJCQELVq0wG+//YaYmBidYfVau3fvxvXr17F8+XIAQLNmzXDlyhXs2LEDsbGxUCqVqFevntF20hFHfpRKJerXr1/W1ajwKGf+KGP+KGP+KGP+KGP+KGP+KGP+TKX/ITIJIqf7polM4rPicsYk7jNvzKeffopx48Zh9OjRCAkJwb1797Br1y6d6z9iYmIQFxcn/x4aGoo1a9ZgyZIlCAwMxNKlS7F27Vo0b95cLjNo0CDMnTsXU6dORePGjXHw4EGEh4fD29tbZ/s5OTkYM2YMFi1aJM8E6eXlhXnz5uHNN9/Et99+i2XLlhV5dFGj0ZRWHOQJGo0GERERlDFnlDN/lDF/lDF/lDF/lDF/lDF/lDF/lG3lUeb3ma+o0tPT4eDggOTkZKPXzGsnv6Bh+s9GFEXcvXsX1apVM5kjkBVRaeRsZmZG71ERRFFEdHQ0atasSTlxQhnzRxnzRxnzRxnzRxnzl5KSAmdnZ6SlpcHe3v6Fb1/bD4q/WoPrBHge9WLKrI2mgjrznGh3YmM7WH5+PuLi4pCdnV0GtSPkxRIEAdWqVYOtrW1ZV4UQQgghpEIrrh/yorZPnXn+yvQ+85WBoWEukiQhOjoaSqUSVatWhbm5+XPNNskYQ/6VK7Dw83ueqpY7jDFkZ2fD2tq6zGfrrMieN2fGGB4+fIi7d++iTp06dBTeAI1Gg5MnT6JZs2by7WtI6aKM+aOM+aOM+aOM+aOM+TOVYfYSJPC6sp3fmssX+gRxpr3WvrD8/HxIkoTq1avD2tr6ubeRdfw47g9/EzWWLoHNSy899/rKC8YYFArFcx8MIUUrjZyrVKmC27dvy/djJboUCgW8vLwMfl+Q0kEZ80cZ80cZ80cZ80cZ80fZVh7UmeesqA9TaX3Q0nfsLPh3585K1ZkXBAEWFhZlXY0KrzRypoMtRVMoFHoTcJLSRRnzRxnzRxnzRxnzRxnzZyqdeZExiJyu6Oa13vLGNN7pCoz3MBcmikjfWdCZz9j5L1glmkyPMYaMjAzQtA98Uc78aTQaHDx40GSGxVVElDF/lDF/lDF/lDF/lDF/lG3lQZ15zngfGcs+fRpSWhoAQExNRc6ZM1y3Z2rozPyLQTnzpVAo4OvrazJH0isiypg/ypg/ypg/ypg/ypg/U8lWAuP6Q6gzzx3vD1PGrt2A9hpkpRLpu3Zz3Z4pEQSBrpd/AQrn3K5dO4wbN66sq1Th0PWD/FHG/FHG/FHG/FHG/FHG/FG2lQe905zxHObCJAnpO3YA2qH1ooj0HTvAJH6zOw4fPhyCIGDUqFF6z40ePRqCIGD48OHctg8AS5cuhSAI8o+7uzt69+6NS5cuPdV6fHx8MHfuXD6VLML+/fvh6ekJxhiGDx+Ofv366Tz/zz//wNLSErNmzXqu7ZRW+xhjSE9PB2MMGzZswLRp0557nUSXRqPBvn37aFgcR5Qxf5Qxf5Qxf5Qxf5Qxf6aSrQQGkdMPnZkvQJ15zngeGcu9cAFiUpLOMjExEbmRkdy2CQDVq1fHmjVrkJOT87guublYvXo1atSowXXbWvb29rh//z7u3LmDbdu2ISsrCz179kR+fv4L2X5hT7vNLVu2oE+fPgZHFPzxxx8YMmQI5s+fj08//fSF1KckrKysAADOzs6ws7Mr9fVXdgqFAv7+/nQknSPKmD/KmD/KmD/KmD/KmD/KtvKgd5qz5/kwpe/YgfsTPzP6Ez/928dD7LWUSsRPm17k69J37HiuNjVp0gQ1atTAhg0b5GUbNmxA9erVERQUpFN2586daNWqFRwdHeHi4oJevXrh5s2b8vPLly+Hra0trl+/Li8bO3Ys6tati6ysLKN1EAQBnp6eqFGjBpo2bYrx48fjzp07uHr1qlzm6NGjaNOmDaysrFC9enV88MEH8jrbtWuHO3fuYPz48fIZfgD4+uuv0bhxY51tzZ07Fz4+PvLv2rPpM2fORNWqVVG3bl3cvn0bgiBgw4YNaN++PaytrdGoUSMcO3ZMr+7azvyTZs2ahTFjxmDVqlUYOXLkc9XHWPsAYP369WjYsCEsLCzg4+ODH374QWf9CxYsQJ06dWBpaQl3d3e8+uqrMDMzMzjM/smyr7zyiv6bRYqlUCjg5uZG//lyRBnzRxnzRxnzRxnzRxnzZyrZ0jXz/NGt6ThTq9XP/Nq86Gikbd5c8ItCARi6NvzJ2etFEblRUciNitJdzhjwaPi9mffznz1/8803sWTJEgwZMgQAsHjxYowYMQL79+/XKZeVlYWPPvoIAQEByMrKwuTJk9G/f3+cO3cOCoUCQ4cOxbZt2zBkyBAcPXoUe/bswaJFi3DkyBHY2NgUWQdJkpCRkQFRFLFq1aqCtpmZAQAiIyPRtWtXTJs2DX/++ScePnyIMWPGYMyYMViyZAk2bNiARo0a4Z133sHbb7/91O3fu3cv7O3tsXv3bp1Z3r/44gt8//33qFOnDr744gu8/vrruHHjBlSqgo/apUuXEB8fj44dO+qs77PPPsMvv/yCbdu2oVOnTs9dn6pVqxps3+nTpzFw4EB8/fXXGDRoEI4ePYrRo0fDxcUFw4cPx6lTp/DBBx9gxYoVCA0NRXJyMg4ePIi0tDS9M/KGyh46dOip604Kvif27duHDh06yPswKV2UMX+UMX+UMX+UMX+UMX/P0/8g5Qt15jlTPnnm/ClUGT0aFj4+uP/Fl2D5+fodd2MMlVMqIVhZoeq302Hfo8cz10krLCwMn3/+uXxG+siRI1izZo1eZ/7ll1/W+f3PP/+Em5sbLl++DH9/fwDAokWLEBgYiA8++AAbNmzAlClT0LRp0yK3n5aWBnt7ezDGkJ2dDQDo06cP6tevDwCYPXs2Bg8eLJ9FrlOnDn7++We0bdsWv/76K5ydnaFUKmFnZwcPD4+nbr+NjQ3++OMPmJubAwBu374NAJgwYQJ69uwJAPjmm2/QsGFD3LhxQ67X5s2b0bVrV1haWsrr2rFjBzZv3oy9e/eiQ4cOT10XQ/UBYLB9c+bMQceOHfHVV18BAOrWrYvLly9j9uzZGD58OGJiYmBjY4NevXrBzs4O3t7eaNy4MURR1LsswFDZJ0dmkJJRKpVo2rTpc31fkKJRxvxRxvxRxvxRxvxRxvyZSrZ0n3n+TGMMRgX2vMNc7Hv0QK2tW2DZwM/wmfmSEARYNmiAWlu3lkpHHgBcXV3Rs2dPLFu2DEuWLEHPnj3h6uqqV+7mzZsYPHgwatWqBXt7e9SsWRNAQUdQy8nJCX/++Sd+/fVX+Pr64rPPPit2+3Z2djh37hxOnz6NhQsXwtfXFwsXLpSfP336NJYuXQpbW1v5p2vXrpAkCdHR0c/d/oCAAJ2Os1ZgYKD82NPTEwCQkJAgL9u8ebPeEPvAwED4+Phg8uTJyMjIKNX6PCkqKgotW7bUWdayZUtcv34doiiic+fO8Pb2Rq1atRAWFoaVK1ciJycHKpVKrzNvqKz2wAp5OgqFAs7OziYzLK4iooz5o4z5o4z5o4z5o4z5o2wrD3qnOSuNYS7m1arBZ9UquLz7TkGHvqQf0EdD813efQc+q1bCvJrXc9elsBEjRmDp0qVYtmwZRowYYbBM7969kZSUhN9//x0nTpzAiRMnAOhP0nbw4EEolUrcv3+/yGvltRQKBWrVqgUPDw+8/fbbCAsLw6BBg+TnJUnCu+++i3Pnzsk/58+fx/Xr1+Hr61vketkTR/oMvYfGLgEoPFxM2/mVHl3eEB8fjzNnzshn7rW8vLxw4MABxMXFoVu3bjod+uetz5MYY3qd8sLrt7Ozw5kzZ7B69Wp4enpi8uTJaNSoEe7cuSO3o7iyqampJaoLeUytVmP79u00LI4jypg/ypg/ypg/ypg/ypg/U8lW4vxDqDPPnfZa6eclmJnBbdw41FiyBEonp+I79AoFlE5OqLFkCdzGjYPA4Zqkbt26IT8/H/n5+ejatave80lJSYiKisKXX36Jjh07ws/PDykpKXrljh49ilmzZmHr1q2wt7fH2LFjS7R9QRBgZ2cHQRAwfvx4nD9/Hhs3bgRQMEnfpUuXULt2bb0f7Rlsc3NziE9cklClShXEx8frdHDPnTtX0kiKtGXLFrRo0cLgCIYaNWrgwIEDSEhIQJcuXZCenv7c9THUvgYNGuDw4cM6y44ePYq6devKQ7JUKhU6deqEWbNm4cKFC7h9+zYiIiIMzr5vqOy+fftKVD/ymEqlQuvWrUvt+4Loo4z5o4z5o4z5o4z5o4z5o2wrD+rMc2aoA/Q8bF5qDqfXXy9RWafXX4fNS81LdfuFKZVKREVFISoqyuC1OU5OTnBxccFvv/2GGzduYN++ffjoo490ymRkZCAsLAxjx45F9+7dsWrVKqxbtw5///13sdsXBAFKpRKCIMDe3h4jR47ElClTwBjDxIkTcezYMbz//vs4d+4crl+/ji1btugcKPDx8cHBgwdx7949JCYmAiiY5f7hw4eYNWsWbt68iV9++QU7nnP2f60tW7agb9++Rp+vVq0a9u/fj6SkJHTp0gVpaWnPVR9D7fv444+xd+9eTJs2DdeuXcOyZcswf/58TJgwAQCwbds2/Pzzzzh37hzu3LmD5cuXQ5Ik+Pn56e3LxsrWq1fvGROqvLT7cGl/X5DHKGP+KGP+KGP+KGP+KGP+KFt9Bw8eRO/evVG1alUIgoBNmzbpPL9hwwZ07doVrq6uEATB4MmzvLw8jB07Fq6urrCxsUGfPn1w9+7dF9MAI6gzzxmPYS7pO3bIM9MbJUlI37mz1Lf9JHt7e9jb2xt8TqFQYM2aNTh9+jT8/f0xfvx4zJ49W6fMhx9+CBsbG8yYMQMA0LBhQ3z33XcYNWoU7t27V+S2JUlCamqqPPz7ww8/RFRUFP7++28EBgbiwIEDuH79Olq3bo2goCB89dVX8nXsADB16lTcvn0bvr6+qFKlCgDAz88PCxYswC+//IJGjRrh5MmTckf3eWRlZWHv3r0Gb0lXmHbIfWpqKjp37gxPT89nro+h9jVp0gTr1q3DmjVr4O/vj8mTJ2Pq1KkYPnw4AMDR0REbNmxAhw4d4Ofnh4ULF2LlypXw8vLSG2ZvqOzq1avRsGHDpw+oklOr1di8ebPJDIuriChj/ihj/ihj/ihj/ihj/kwlWxGM68/TyMrKQqNGjTB//nyjz7ds2RL/+9//jK5j3Lhx2LhxI9asWYPDhw8jMzMTvXr10hsJ+yIJ7MkLckmpSE9Ph4ODA1JTU+Hg4KDzXG5uLqKjo1GzZk2dWc1LIv/2bdzs1l3/CYXCYAff99+dMPf2fqptlBeMMfkacFM/ArlhwwZ8+eWXuHz5cllX5amVRs7Ps89XBowx5ObmwtLS0uT35fKKMuaPMuaPMuaPMuaPMuYvLS0Njo6O8t2fXjRtP+hSlBvs7PicO87IkNDQL+GZ2igIAjZu3Ih+/frpPXf79m3UrFkTZ8+eRePGjeXlaWlpqFKlClasWCHP03X//n1Ur14d4eHhBi85fhHozHw5k75rt+718o++BC21Z0MLfykqFEjftesF1o4YY2tri++++66sq0FMGF3fxh9lzB9lzB9lzB9lzB9lXDmIjO8PUHDgoPBPXl4el7acPn0aarUaXbp0kZdVrVoV/v7+OHr0KJdtlgR15jnTaDSlur70HeGAdjCFUgmFtTW85s5Fzb/XwWvujxCsrADt9euMFQzJr6AYY0hPT9eb7d0UdenSBb179y7rajyT8pRzeaXRaBAeHl7q3xfkMcqYP8qYP8qYP8qYP8qYv8qUbfXq1eHg4CD/zJw5k8t24uPjYW5uDicnJ53l7u7uiI+P57LNkqDDYpyV5pFH9b17yIu6UvCLIMDS3x/V5vwAM6+CW87Zd+sGq4AA3B3/EXIjIwHGkHc5Cur792FWtWqp1cNU0AQqLwblzJ9KpUKPHj3oTAVHlDF/lDF/lDF/lDF/lDF/ppItz1vIadcbGxurM8zewsKC0xYNM3Tb5xeJzsyXI+m7dxc8EAS4vjcKPiv/KujIMwY8fAgAMPPygs+qlXAZ9a485D5D+zpCiMmqTEfRywplzB9lzB9lzB9lzB9lTEqLdjJu7Q+vzryHhwfy8/P1brOdkJAAd3d3LtssCerMc1aaX1a5ly9D6eqKGkuXosoHH0DQHnW7fw/Y8A9wr+DWCIJKBbcPP0SNpUuhdHVFzqVLpVYHU0LDv18Mypk/jUaDXbt20R83HFHG/FHG/FHG/FHG/FHG/JlKthIEiJx+JLzYs+HBwcEwMzPD7kInSePi4nDx4kWEhoa+0LoUZhpjMCowMzOzUluX55QpgEIBhZWV7hM3bxb8e+sm4FVNXmzTvBlq795V/G3syimFQgFHR8eyrkaFRznzZ2Zmhr59+5Z1NSo0ypg/ypg/ypg/ypg/ypi/0ux/VBSZmZm4ceOG/Ht0dDTOnTsHZ2dn1KhRA8nJyYiJicH9+/cBAFevXgVQcEbew8MDDg4OeOutt/Dxxx/DxcUFzs7OmDBhAgICAtCpU6cyaRNAZ+a5K82zmQobG/2OvCQVdOKBgk79Ex13hZUVFDY2pVYHU8IYgyiKdMaYM8qZPxr9wB9lzB9lzB9lzB9lzB9lzJ+pZCsxvj9P49SpUwgKCkJQUBAA4KOPPkJQUBAmT54MANiyZQuCgoLQs2dPAMBrr72GoKAgLFy4UF7Hjz/+iH79+mHgwIFo2bIlrK2tsXXrVii1k4+XAerMc8Z9mEt8PKC9BUNeXsHvlQRjDBkZGSbzhVVRUc78aTQaHDp0yGSGxVVElDF/lDF/lDF/lDF/lDF/lK2+du3agTGm97N06VIAwPDhww0+//XXX8vrsLS0xLx585CUlITs7Gxs3boV1atXL5sGPSIw+gudi/T0dDg4OCAtLU1nhkUAyM3NRXR0NGrWrAlLS8vn29CRw8CliwWT4AkC0NAfaNnq+dZJSCkr1X2eEEIIIYQYVVQ/5EVu/8QlD9ja8Tl3nJkhoXnD+DJro6mgM/OcSTyvV2cMuHnj8X3nn/y9DAmCgE2bNpV62cIYY9BoNKV2xnj//v0QBAGpqamlsr7y6skcSjtnok+SJCQnJ/P9vqjkKGP+KGP+KGP+KGP+KGP+KNvKgzrznImiyG/lCQ+AnBzdZTk5QEICt00OHz4cgiBAEASoVCrUqFED7733nt5tGuLi4tC9e3cudVi6dCkEQYBCoYCZmRmqVq2KgQMHIjo6+rnWGxoairi4ODg4OMjbKY2J327fvg1BEHDu3Dl5WUZGBtq1a4f69esjNjb2mdddWnUs7MkcGGPIysqizjxHoigiIiKC7/dFJUcZ80cZ80cZ80cZ80cZ82cq2fKayV77Q2g2e+6eazbJmzeAmDvGn09JKRhaX7iTJQjAkUOAk5Px19XwBnxrP3O1unXrhiVLlkCj0eDy5csYMWIEUlNTsXr1armMh4fHM6+/JOzt7XH16lUwxnDlyhW8++676NOnD86dO/dMk1Co1WqYm5tzrzcAPHz4UD7QcfjwYbi6uj7TetRqdWlWS/ZkDgqFQu7YEz7MzMzQtWvXsq5GhUYZ80cZ80cZ80cZ80cZ80ez2VcedGaes+ca5pKaCly7VvBz/br+T2Ki/pB6xgqWGyqvXddzDiO3sLCAh4cHqlWrhi5dumDQoEHYtWuXTpnCQ+fz8/MxZswYeHp6wtLSEj4+Ppg5c6bR9U+dOhXu7u46Z7KfJAgC3N3d4erqinbt2mHKlCm4ePEibty4gYiICHTu3Bmurq5wcHBA27ZtcebMGb3XL1y4EH379oWNjQ2mT5+uM7x8//79ePPNN5GWliaPRPj6668xdepUBAQE6NUnODhYng2zKLGxsWjdujXs7Ozw33//yR15Q5caODo6ypNyaM/ur1u3Du3atYOlpSX++usvg3UEgJSUFAwdOhROTk6wtrZG9+7dcf36dXndd+7cQe/eveHk5AQbGxs0bNgQ4eHhAPSH2d++fRs9e/Y0WJaUDkmSkJCQQMPiOKKM+aOM+aOM+aOM+aOM+TOVbCUmcP0h1Jnn7rk+TMEhQMfOgOrRAArG9H8MMVZOpSpYX3DIs9fpCbdu3cLOnTuLPAL4888/Y8uWLVi3bh2uXr2Kv/76Cz4+PgaqzfDhhx/izz//xOHDh9G4ceNit5/z6DIDq0e37FOr1cjIyMCwYcNw6NAhHD9+HHXq1EGPHj2QkZGh89opU6agb9++iIyMxIgRI3SeCw0Nxdy5c2Fvb4+4uDjExcVhwoQJGDFiBC5fvoyIiAi57IULF3D27FkMHz68yLpevXoVLVu2RP369bFz507Y2dkV274nTZw4ER988AGioqLQsWNHg3UECi6HOHXqFLZs2YJjx46BMYYePXrIZ/Pff/995OXl4eDBg4iMjMR3330HW1tbg9scM2YMcnJycODAgWLLkmcjSRIuXrxoMv/5VkSUMX+UMX+UMX+UMX+UMX+UbeVBw+w5U6meM+LatQE3N2DPLuDhw2dfj6sr0LkLYPf8sz1u27YNtra2EEURubm5AIA5c+YYLR8TE4M6deqgVatWEAQB3t7eemU0Gg2GDh2KU6dO4ciRI6hWrVqx9RAEAfb29rh79y5mz56NatWqoW7duvD399cpt2jRIjg5OeHAgQPo1auXvHzw4ME6nfjC19ybm5vDwcEBgiDoDDm3tbVF165dsWTJEjRt2hQAsGTJErRt2xa1atUqsr5Dhw5FaGgo1q9f/8z3oxw3bhwGDBgg/26ojtevX8eWLVtw5MgRhIaGAgBWrlyJ6tWrY9OmTXj11VcRExODl19+WR5lUFTdtWUDAwOLLUuejUqlQocOHcq6GhUaZcwfZcwfZcwfZcwfZczfc/c/SgnPa9vpmvkCdGaes1I5MmZvD/TtDwQ1KfhdKOHOqy0X1KTg9aXQkQeA9u3b49y5czhx4gTGjh2Lrl27YuzYsUbLDx8+HOfOnUO9evXwwQcf6A3JB4Dx48fj2LFjOHToUIk68mlpabC1tYWNjQ2qV6+O/Px8bNiwAebm5khISMCoUaNQt25dODg4wMHBAZmZmYiJidFZR0jIs41QePvtt7F69Wrk5uZCrVZj5cqVemf2Denbty8OHz6M9evXP9N2gZLVOSoqCiqVCs2bN5eXubi4oF69eoiKigIAfPDBB5g+fTpatmyJKVOm4MKFC0bXN3bs2BKXJc9GkiTcu3ePjqRzRBnzRxnzRxnzRxnzRxnzR9lWHtSZ56zUPkxKJdCsOdCrD2BpWXyHXhAKyvXqU/C6ZzwTbIiNjQ1q166NwMBA/Pzzz8jLy8M333xjtHyTJk0QHR2NadOmIScnBwMHDsQrr7yiU6Zz5864d+8e/v333xLVwc7ODmfPnsWxY8eQkZGB06dPy2fKhw8fjtOnT2Pu3Lk4evQozp07BxcXF+Tn5+u141n07t0bFhYW2LhxI7Zu3Yq8vDy8/PLLxb5u0qRJmDJlCoYMGYK1a9fqPCcIgt5s8YYmuCtJnY3NOs8Yg/Bovxk5ciRu3bqFsLAwREZGIiQkBPPmzTP4upEjR+LChQt44403ii1Lno0kSbh58yb958sRZcwfZcwfZcwfZcwfZcyfqWQrQsH1h1BnnrtSH+bi5QU0aFiysg0aFpTnbMqUKfj+++9x//59o2Xs7e0xaNAg/P7771i7di3Wr1+P5ORk+fk+ffpg1apVGDlyJNasWVPsNhUKBerUqYPAwEC967cPHTqEDz74AD169EDDhg1hYWGBxMTEp26Xubm5wVt7qFQqDBs2DEuWLMGSJUvw2muvwdraukTr/PLLLzFt2jQMGTJEZ/b/KlWqIC4uTv79+vXryM7OfqY6NmjQABqNBidOnJCXJSUl4dq1a/Dz85OXVa9eHaNGjcKGDRvw8ccf4/fffze4DUEQ4Ofnh/fee6/YsuTZqFQqtGnTxmSGxVVElDF/lDF/lDF/lDF/lDF/lG3lQe80Z1yOjN26aXzyOy3GCsqFNC397T+hXbt2aNiwIWbMmIH58+frPf/jjz/C09MTjRs3hkKhwN9//w0PDw+9+6P3798fK1asQFhYGFQqld7Z+ycxxpCfnw9zc3P5jDMA1K5dGytWrEBISAjS09PxySefyBPkPQ0fHx9kZmZi7969aNSoEaytreVO+8iRI+WO8ZEjR55qvZ999hmUSiXCwsIgSRKGDBmCDh06YP78+XjppZcgSRImTpxYotuKGKpjnTp10LdvX7z99ttYtGgR7Ozs8Nlnn8HLywt9+/YFUHDtfffu3VG3bl2kpKRg3759Oh39wj788EN07twZDRo0QGpqapFlybORJAmxsbGoXr06FAo6xsoDZcwfZcwfZcwfZcwfZcyfqZyZZxxnnWc0mz0AOjPPXal/mNJSC+4v/yRDw+5TUoC0tNLdvhEfffQRfv/9d8TGxuo9Z2tri++++w4hISFo2rQpbt++jfDwcINf4K+88gqWLVuGsLAwbNiwodjtGhqKvnjxYqSkpCAoKAhhYWH44IMP4Obm9tRtCg0NxahRozBo0CBUqVIFs2bNkp+rU6cOQkNDUa9ePZ1r00vqk08+waxZszBs2DCsWLECP/zwA6pXr442bdpg8ODBmDBhQonO9hur45IlSxAcHIxevXqhRYsWYIwhPDxcPkAgiiLef/99+Pn5oVu3bqhXrx4WLFhgcBuiKOLDDz9EgwYNii1Lng1dP8gfZcwfZcwfZcxfeclYFEUc3RKBOW8vxHfD5mH9j9uQnpxR/AtNQHnJuDyjbCsPgRm7wJY8l/T0dDg4OCAtLQ329roTz+Xm5iI6Oho1a9aEpaXl06347Bkg4qT+mfkqbsDDBN1lglBwvXzjoGdoASkKYwz169fHu+++i48++qisq2PynmufJ4QQQsqh3Ow8JMelwtreCo5Vip6EOPJwFDbP34nIw1egUCrQrHsQ+r3fDTUDauiVfXDnIT7rNh13r96HUqUEYwyMMZiZqzBx+Vi0eaUFryaRcqKofsiL3P6uSG/Y2PE5d5yVIaFLwJ0ya6OpoDPznBm65vq53Cw0xF4QADOzglvODXgZ6NQFUJk9PkvPGHDjRulu34QwxpCbm2t0wjdeEhISMGfOHNy7dw9vvvnmC912WSirnCsTURRx48aN0v++IDLKmD/KmD/KmD9jGWvUGpzeG4m9a47g/MGoIs98piak4eexi/Fq1XfxZsOPMKj6e5jQaRrO7b9ksPyaWZvxcftvcGRzBFIepCHpfgp2LduP95p+hv/WHtWrx8Qu0xB3M76gvhoRkiiBSQz5eWp8+/pcXDl5/TlT4Iv2Y/4o28qDrpnnrFQ7QBkZQFKhidyquAGdOgN2dgW/+/o+vid9wqOz9EmJBa/TlqlgyuLLyt3dHa6urvjtt9/g5OT0wrdfFug/Bb4YY0hJSYGPj09ZV6XCooz5o4z5o4xLB2MMV07dwvHwc8jPzUfNhtXQZkAzWFpbGMx496rD+OOLtUh9mC4vc6vugvfnDMVL3RvrrDs1IQ0ftJ6Ch/eSIGked/gvHb2Kz7rPxKS/xqLNy48vzzt/4BIWf1EwIa5YqLz28azh8+HXvDY8fAouFzyyKQL3rj+eMFe3YQXnc9bN3oLJf3/8TNm8CLQf80cnYCoP6sxzVqqzSUbfevy4STAQHAI8ed25nV3BPeVPnwLOnH78usBGpVcPEyEIwjPfXu55VLYvyLLKuTJRqVTyrRUJH5Qxf5Qxf5SxYYlxKdix/BAuHrsOCAKatPND18EtDQ5tT0/OxNQh83Hx6DUoVQpAECCqRSz8bDUm/vkumndtpJPxrr8O4YdRf+it5+HdJHw9cC6mbfgITTsHysuXTFmHh3eTIIm6Z+4liQECMGfUb2jWrREsbQouOds4byeUKoVOR74wxoDtv+/FW9++DgA4tiUCCqVCb/1aokbC0S0ROrejNTW0H/NnKrPZi0wBkfEZCC5Wrj/HjaJh9pyV6hnNxETAyhro3Qdo2ky/I6+lUBQ837tPQflnuC1becAYQ05OTqXrXL9olDN/oijiypUrNAKCI8qYP8qYv/KcsShKyM7MLXZiLlGUsH9jBD7u8wMG+n2CYcFf4M9pG/HwXrLB8ke2n8Xw4ElY/cN2nD98FecPXcHSbzdhWPAknDt4RacsYwyTX52LyycKLkEUNRJEdUGWOZl5mDp4Hq6cvilnnJ+nxqLPV+tts2BdBf8umrhK/v8xJzMXe1cdNtrRBgNyMnJxcP3jW8dGHooy2pEHAEmUcOHgZfn3vJx8MKno/49FtWjSE6CV5/24vKBsKw/TOGxTST1156h1m4J/S3DLMgBAVS/g9cFPt41yhjqYL8bz5kzvU/FycnLKugoVHmXMH2XMnylkzBjDw/upyM3Jh1tVR1haWxgt++BuMtb9sht7/z6JvFw1LK3N0XngSxj4fie4ejrqlBU1Ima8/QeO7jgPhUKAJDFkpGRhw8K9CF92CDP+/gD1gnzk8rHX4zDjrUUQRQko9N8Mkxjyc9WYMmQe/jw5Ha6eBZfEnd1/GVdO3YIhBZPICfjn553oOS4UAHBqdyQyU7KKzCH2WhxunL+DOo198PBeMtR5miKzU5kpEXvt8TB5haL4s+eF7/5TK8AbRzdHgBk7LSkAXnU8oVQqi11vWTKF/ZjwJ0GAxOncsQT62xKgM/PcGfoy1d4eLDs7++lWZmZW8o7887ymnBAEAdbW1iY7jKyiKI2c8/PzARj+PJCCXIKCgigfjihj/ihj/nhlnJudj8tnbuPS6WjkZOUVWfbIzgsY0+N7DGs5Fe92+h8GNfkK87/8B+kGOr2xNx5gbLdZ2LnqGPJy1fK2tq84jLHdZyHuju7IwY2L9uHYzgsAHg1Lf0QSJeRm5+GbYQuhUT8+47j59/8KOvEG/qZnEoM6T4Mdyw7Jyw5vPl0wtN4ISZRwdOtZBAYEQqlUIuVByW7vmxyfCgCwti3+bi2SxGBVqFxwl0ZF1kmhEBBcaBh/95Edily/AKDfmO7F1qMs0XcFf5Rt5UFn5jkzNMxFqVTC0dERCY8mqaMO6bNhjCEvLw8WFhaUH0fPm7MkSXj48CGsra1N5houUyOKIqKiouDn50f/AXNCGfNHGfNX0ozjY5MRczMBllZm8Avyhpm54e/e/DwNlv+4E9tXHkNuTsFBV0src/QY/BKGfdQN5ha6JwO2rTiCX776R+f/gvxcNXasPoZzR67hx03jYOdgLT/3w/i/kJWRq3/9uCghPSUbP32yGv9bN/ZR2yRs/H2f0ZFcksSQkpCOYzvOo3WfJgCAE7suFJyVN0KSGE7uvoCwz/oAAHKycvXu7PskQQFEXohEQKMAuDwxcsAYl0dn/l29nFGnSU3cOHfb6FB4SZTQekAz+ff+Y7rjv9VHjNRFgMrcDN3fetyBd/VywYe/voMf310IhUL32nlBEBDStRF6vdu5RPUuK/RdwZ+pDLMXIUAEn7/Rea23vKG/rMuIh4cHAMgdevL0GGNQq9UwMzOjzjxHpZGzQqFAjRo16H0ihJCnxBjDtYv3kPwwHY7ONmBK473R+zFJmD9lI84efXxbWjsHK7z2Xgf0H95K5ztYFCVMHbUEZ45c1+l45ubkY+OSQ4i+Eodpf74Fpaqgs5WamIGF32yQ61SYJEqIi0nE2l/2YOSkgo5z9OV7uHr2jtG6SqKE80ev496tBHjVckPygzQkxxd9JlxppsSliJtyZ17UFN9hKXwmv3pdTxTXm3d0c4DSrKDNwZ0CYO9si/TkTINlBYWA6nU94Rv4+F7wYV+9jMn9vzdYXqEQ0LJfM1SvW1VeVq+pL8Yvegc/vvsbBKUgz4CvUCqgMlPim40T5IMFWj1GdoRHTTes/W4jzu6NBGOAu08V9B/bA33HdIPKjP68J6SyoE87Z8aOOAqCAE9PT7i5uUGtVr/gWhHyYpmbm+tc80d0KZVK+Pv7l3U1KjTKmD/KuGREjYirF+8hJzsf1Xxc4V7V0WjZU4eu4df/bcO920nysqo1nPHuRDM0b1dfp2zC/VSMH7gAmem61yJnpOXg9/9tR1pyFt78uJu8/Oiuizh96JrB7TKJ4eyR6zj8byTa9mwMANiz4ZTO0PcnSSLDjtXHMPyTnlCZKXHr8j2jZQu7fSUOXrXcoFSW4P8IxnTKNWxWG0e3nzV6dl6pVKBh89ry712GtMJfMzfD4Lh8FHTOewxvi4CAgEevB0bNGoxZI3/TLysIEAQB781+Q+cgSfPuQZjw+7v4eexi5OepoVIpIUkMkiihZb+mmPDHu3rr6vZmezQMrYdti3bjwqEoqFRKhHRthJ5vd4Krl7PBujbpGIAmHQOQn6eGqNbA0say3Bwwp+8K/kxlxAPf2ezpmnmAOvPcFTfMRalUmswHrrwRRREXLlxAYGAgZcgR5cwfZcwfZcxfZc1YoxERezsRjDFU83aFuZEh7YwxhP9zCn8t/A8pSY/O9ApA8Eu18f7nPVG1hotO+VOHruGr0ct1+p1KlYC6IfaYNm4lvpjzOlp0aCA/t/rXfchMzzE6k/q63/ejx2vN4e5VcJZ3x5rj8iRzhigUAnasOSF35u9FJ0ChECAW0aHPzshFRmo2nKrYwdyyZPP1mFkU5OXkZg+vWm64F51grK8NUSMhqM3jgxh9RrbHoS2nja5blCT0GtFO/t21qhNG/e91LPhkJQSFoDMiQaEQUCugBvqN6oSzZ8/K+3HH11pCoVDg9y/WICkuVS7v4VMFY34ciibtG+ptt3NYG4T2CcG+tUdx/0Y8rO2s0Prl5vBpUM1oXavXq4r35gwz+rwx5hZmgEX5mhupsn5XvEimMsye8EedeVKuWVlZlXUVKgXKmT/KmD/KmL+KkDFjDLk5aqjMlDAzM97REDUi1i0/go2rjyMtpWBCW1s7S/QZ2AyDR7aB2RNDndf8cRDLftn7xMaAsydvYtzQ3zFv1Sj5LD1jDPOnbwEY0xkVzhiQmaaGxBgWfLsNzdvVh0KhQH6+Bns3nTF+SzQUdFb3bjqDwe93BADExSQVfaZdYoiLeTwiwMauBO+tAFhamwMAglrXg5m5Cup847O7W1qbI7BFwZlzQRDw6pjOmPvRSsP1VypQ1acKmrTzk5cFhNbF0M/7YvnMzTr3XlcqFRBFCe9/Nxg+fl466+nzTke4VnXC6tnbcP3c7YK2OVihx/B2GPxpb5hbmentx+0HtkCbl5vj4pGrSH2YjirVXODXzLfIM+E2Dtbo/U4no89XdhXhu4IUr2A2ez4jRnitt7yhzjxndMSRH6VSifr16xdfkDwXypk/ypg/ypi/8p5xfr4Gm9adxOa/I/AwIb1gMrGXauG1oa0Q0LiGTlnGGGZN3ogDuy/qdLYzM3KxevEhXIu6j6lzXpevN096mIEVv+4zuF1JZMjMyMVfC/fh46kDAABR52IQfzfFYNlTewuGrz+MT0NkxG00al4LmWk5RXaagYLO8sNC16Q7ONvgwd1k45eQCwVltFr3aIT1v/1ndP0KpQIhbevDyqbgNnW2DtboPbw1Nv7+n9Ft9H+7vc5t7bq8HoqYq/HYsGiv3CEXBAGMMbi4O+CblaP1Ltka/HFP1A+uiU2L9iLy6DUICgFBbRug/6iO8H+pjsHthvZqgtBeTZD8IA35uWq4eDrqTBJoaD9WKhVo1MZPbzl5euX9u6I8oP5H5UGdec40mqL/cyXPTqPR4OzZswgKCqJZ0jminPmjjPmjjPkztYzVahH/7b2E8K1nkfAgHY5ONujaIxBdugXCyspcp2x+vgaTxq9C5Nk7cseTMYbTJ2/h1PGbmDilHzp0DZDLnzp2A/t3XTS4XcYYTh29gYN7LqN9t4LX7Nt+vsg7IkuihP92ROL9z3vB0sociQnpBsupzBTo8Eot7PvnFjRqCQ8f3TrNxs4SSpUCosb4mXnGAMdCnfNO/UNw9UJsEbUqKKNVt1ENBLetj7OHruqd0deeoH5tjO4s6m9+3gdpyZnY+08ElEoFGGMQBAGiKKH7kFAM+aj7E+sR8PY3L6NVnyYIX34It6Puw9rOEm36NEGHV5rBysbwrd+atGuAJu0aGHyuKM7uDnrLTG0/rogoY/5Mpf8hQQGR7jPPFX2COCsvk5GUR4IgwMnJiTLmjHLmjzLmjzLmj3fGjDFcunQPB/ZHITsnH9W8nNG1WwCcnW31yuZk52PihNW4fPGufGb34cN0XLsah00bTmHOz2Fwcnrcsd207qROR15LEgsWfP/tVgQ394WDY8Ft13ZsPA2FUpCff5JCIWD7hlNyZ/5hfBqUCgGaIoa1a9Qi0lKyYWllDicX/TYBBUPf42My5c60tpyFpRladwvAwR2RRofaS6KEDn2C5N879g/GxiUH8eBuit4EcgqlAu5eTug0IFheJggCJv0yDLPG/YUTey5BoVRAoRCgUYuwtrPCJz8OgV8TH531qMyUmDA3DAPe6YC9/5xEckI6XD0c0enVZvCu52k0C7/gmvALrmn0eZ7ou4I/ypg/yrbyoM48ZzTMhR+lUonatWsXX5A8F8qZP8qYP8qYv2fJOD09B5GX7kKSGOrX80QVVzuD5bKy8jBl8nqcPXvn0WzmBdeSL1lyEKPf74R+/YJ1yv86fzeuPJpNXXsbNW1H/f7dZHz37Rb87/vX5ec3/x1R5B3LRI2E3eHn8crgFgCA2NtJRjvyQEGn+16h680dnKyLvD4dKJhJ3da+4MxzgyBvuLjZI+mJM/SSyHDhSDyAgrPsjZvXkp97fXRHHN8bhfw8tcEz550HhKC6r5u8zMrGArNWvYeZH67EpVPR8h//jDHUb1QDn//8Bqxtdc+EW9ta4us/RuL21Tgc2xWJ3Ox8eNf1QMvugbCw1B3tUFitBl6oNbl/ke03FfRdwR9lzJ+p9D9oNnv+qDPPmakMc6mINBoNTp48iWbNmtEwLY4oZ/4oY/4oY/6eJuO8PDV+WbQPO/69AM2joeGCIKB1yzr46IOucHCw1ik/bdomnD8fAwBPnEVmmPfzLrg426J1m3oACg4Q7NoZabTzLIoMp07ewt3YJFSr7oLs7Hw8NDKsXUtQALduJMi/2zlYQRCKvmW5baEJ49p3D8SKX4u63lxA89b1YPOo86xUKvDuxB6Y8fEanXIqMwW6DqmDf1dex8hPusvX5ANADV83zPrrHcz+dB1ibyYUeo0SvYe0wFuf6A5pBwAXdwd8v2Y0bkXdR+TJWwAA/6Y14dvAS69sYT71POFTxJn18oy+K/ijjPmj/kflQZ8gzuje2vwoFAp4eXlRxpxRzvxRxvxRxnxJEsPu/VE4deoOpsw+CoVCiVYv1cag/k1Rt7aHTllRlPDFlPU4cy5GPmsOFJwRPnz0OmJikrDg56Hyde03bjxAxKOOpiGCIGDFisNo1bouBEHA1Sv3odEUf1umyPOxqFbdBWZmymI75gIEWFg8/pOpfbcAXDoXU2SdOvYIlH+vWsMF3V8Oxo4Np/Vuu6ZQCFAqlXhjVHud5W26BUAUJSz633akJmcBKMj5/q1MfPhNf3QqNGReq45/NSzaPh5RZ2Nw58YDWFiaoWmberBztNYrW1gtv6qo5Ve1yDKVBX1X8EcZ82cq2UpQQKJr5rmizjxnpvJhqogUCgW8vb3LuhoVHuXMH2XMH2X89FJSs7D70BXEP0yHo50VOrWuj6oejnrlJIlh+vfbsPdAlHx9OiDhv0NXsO/gFXzzWV+0aVlXLn8i4hZOn71jcJuSxHAnNgnbd17AK48mXzt65BqUSgGikWHtjDHcvJmAxMQMVKliD6Gktyt6VMzcXIXg5r44c/JWEWfzJbR4dOYfADr1CMQ/y48g4UG63jXqCqUAB0cbdO/fRGf5mM97wcrKHFvWnIBGI8kHENw8HfHJ9AHwra9/prt9z0Zo3cUfZ4/fQOKDdDhXsUNwaB2oirhlniAIaNDEGw2a0P7+LOi7gj/KmD/qf1Qe9E5zRsNc+NFoNDh48CBlzBnlzB9lzB9lXECtFpGemVvs9dtrNkeg/8hFmL9kPzaGn8Wfa45g0Ht/YPavu6F5ovMavvsC9h6IgkolYFCf6lCpCnrJosjAJIaps7ciNS1bLr/j3wtQKIx3uBkDwnecl3/PzdOUaDKn3Fw1AKCen2eR94fXCmz0+HZzr4W11BklUJhSqYBPrSoIae4rL7OytsDs396Eb113AAUd+IJr+YFq3q744fc34eBoo7selRLvTOiOVXs+xYRpAzD6s1747vfhWLz1QzQMMt6xUZkp0bR1PXR/pSmCW9bG0WNHKv1+zBN9V/BHGfNnKtmKTOD6Q+jMPHd0ZIwfhUIBX19fypgzypk/ypi/yp7xtegELNtwHAdP3oAkMdjaWKBfp0AM6dcM9k9McrZ9TyR+WXpA/l1T6Iz41l3nYWmhwtgRj4eE/7P5NAShYHK20xeSdSaGYwA0Ggk79kTi9ZebAwASEtKLPZjwMClDflzTx1W+rt4YS0szuLnZAwDs7KzQrUcjbN961uB2FAoBzZr7wquas7wssIk3PvmqL+bM2ApRZBAEyLdQq+7tgplzh+gdgHDzcMC85e8gKvIuzkVEgzEG/8Y1EBjsU+TBB3tHa3Tq3bjI9hhT2ffjF4Ey5o8y5o+yrTyoM88ZfZj40V5zRfiinPmjjPmriBlfu52A45G3IYoSGtb2REiDGgbPeJ+OjMHHM9ZDkpjcuc3MysOqradw4OQNLPr2dTg8mqxNFCX8ueaI0W0yAOvDzyLsleZwtLeGRpQQfSdRfu56dKbB1125Fi8/dnW1w41bCUV26J0L3TauTdv6mDd/N7Kz8gxe165QCOjePRAWFmbysnff74Q7txNx4XwMFAoBksTkYe3ePq745PPeeuvp1D0QIS/5Ytf284i+mQBzCxVCW9dDyEu+8ln3JwmCgAaB1dEgsLrRtpSmirgfmxrKmD/KmD9T6X+IHO8zL9I18wBomD13pjLMpSLSaDTYt28fZcwZ5cwfZcxfRco4JT0b73+7DkO/WIGF6w7jj/VH8cHMfzBwwmLciHmoU1ajETF57jZoRAbxic6zJDHce5CKhSsPycuu3XqAh0mGO+RaoijhSMRNAIBCEOQDCGYqAUNf8YGZSveAgiAAZoVmXe/a2b/IjrwgAD27NZJ/t7AwwxeT+kChEPQOVigUAqpXd8HwN9voLLe0NMOsHwfjiyn90CjIG1W9nNDQvxo+/rQn5i96U75f/JMcnWww8I1QTJzSD+M/64XmLesY7ciXhYq0H5sqypg/ypg/yrbyoDPznJnKkbGKSKFQwN/fnzLmjHLmjzLmz9QzvnL7Af7Zex4Xb8XBTKVEmyBf9G8XAFdHW51yao2IsTP/QfTdgrPhhTvFcQ/T8N70dVg5cyjcXAru137o1E2kpucY3a4kMew8eBljhraFjbUFsnPUxdZVEATkPCqnUAgICfLBqbO3oREZDhxP0BmWr91G85Ca8u8tW9RBQMNquBR1T69Tr1QI8PBwQI/ujXSWN3+pNn7+eShWrjyKY8eugzHAzs4SvXoH4bXXXoLtE5cKAIBKpUT7jg3RvmPDYttUXpj6flwRUMb8Ucb8mUq2ElNA4nSfeYnuMw+AOvPcmcqHqSJSKBRwc3Mr62pUeJQzf5Qxf2WRMWMMeWoR5iplkRO+rQiPwLx1h6BUCPLZ8+sxD/HXjlP46eMBaFz38XDUA6du6J191xIlhqycPKzbdRZjXi84U30rJhFKpeKJe7PryleLuJ+Qhjo+bqhW1bFE7apR6Hrz119uhpOnowEAd+5m65RVKAS4ONuibavHM8ErlQp89+2r+HHeLuz977JOhz64iQ8mftwDtjYWetut71cV06a/grw8NXJz1bC1tTSps+YvAn1X8EcZ80cZ80f9j8qD3mnO1Oriz3KQZ6NWq/Hvv/9SxpxRzvxRxvy9yIzTs3KxYOMRdPpoEVq+Pw8tx8zDN0t34U58il7Z4xdvY966gmHuhYfBS4whL1+D8T9uREZWrrx817ErUBQxuZokMew4fFn+3dJCZXSW9sIszAuO7bu72qN5kI/Rgw8KQYC7qx1CAh/Pvt6kkTc+HtMFFuYKvD2kFszMBGir6Oxogx+mD4S5me65Aysrc0z6tBfW/TUaX33eG5Mm9sJfS97Bd98OhLOz7mgEvbpamMHBwbrSdeQB+q54EShj/ihj/kwlW+0187x+CJ2Z506pLP72OOTZKJVKNG3alDLmjHLmjzLmrzQyfpCSgfTsPLg52sLBRn9YNwCkZGRjxP/W4u7DNHkIYL5axPZjl7H71DUs+vgVNKzpIZdfueO0PEHbkyTGkJ2Tj+1HLuO1LgX3LE/PyCl2aGFWdp78uFWILxb8daiI0kB1TydU93SSfx//die8O/EvZGbl6Rxg0F6z/sWH3fU6+326N0ZIkDf+3XMWQYEMFuYqtGjmi45t/GBpaQZjXFxs0aFdgyLrRx6j7wr+KGP+KGP+KNvKo0wPafz6668IDAyEvb097O3t0aJFC+zYsUN+fvjw4RAEQefnpZdeKna969evR4MGDWBhYYEGDRpg48aNemUWLFiAmjVrwtLSEsHBwTh0SPePne+//x7u7u5wd3fHjz/+qPPciRMnEBwcDFEUi60LDXPhR6FQwNnZmTLmjHLmjzLm73kyjrgWi+Hfr0G3L//AwBkr0GHiQnz653bcS0zTK/vj3wdxLzFNr8MtSgVn2j9btF2n4376Smyxt2k7FRUrP67u6QRlEUP2BQCeVRzk3729XNCmWe0ih/m/+WoLnVupeXk64vfvw9CpjR9Uj85+CwCaNfbBrzMHI8i/hsH1VPVwwptvdMDsqa9i+pf90bNLYJEdefL06LuCP8qYP8qYP8q28ijTd7patWr43//+h1OnTuHUqVPo0KED+vbti0uXLsllunXrhri4OPknPDy8yHUeO3YMgwYNQlhYGM6fP4+wsDAMHDgQJ06ckMusXbsW48aNwxdffIGzZ8+idevW6N69O2JiYgAAkZGRmDx5MlavXo1Vq1Zh0qRJuHjxIoCCYSujRo3CwoULS3TUy1SGuVREarUa27dvp4w5o5z5o4z5ezLjfI0G52/fx6kbd5GaZXyCuP0XbmLUz+sRefvxrdUkxrDv3HUMmbUKsQ9T5eVpWbn49+RVvVnjC7/uflI6TkTFlLjeDNAZJt+3XYDR9WsN6KQ7edxXY7ojJKCgA65UKqB8dIZdIQgY/UYbdG3tp7cOTzcHfPlhD2xfMQZrFozE9hVjMPurl1G/todeWS3aj/mjjPmjjPmjjPkzlWwlACITuPwYnwmmchFYSS6me4GcnZ0xe/ZsvPXWWxg+fDhSU1OxadOmEr9+0KBBSE9P1znD361bNzg5OWH16tUAgObNm6NJkyb49ddf5TJ+fn7o168fZs6ciXXr1mHOnDk4fvy4XH7ChAl49dVXMWPGDDx48AA//fRTkfVIT0+Hg4MDUlNT4eDgUGRZ8mwYY8jIyICdnZ3OWSVSuihn/ihj/rQZ29jYYvG+U1i2/xTSHw1HVykU6NakHib2a6czfF6tEdF50m9Iz8o1eDdbpUJAK/+amPtuXwDAhZv38eb/1hZZD6VCwJgBrTC0awgAYNTMdTh3XX9Wdy1BAMa82hphPZrKy75bvBsb917QK6tQCGhQywO/fDFQvga+cPsvXYvDnqNXkZmVBy8PB/Rs7y/Pel8aaD/mjzLmjzLmjzLmLy0tDY6OjkhLS4O9vf0L3762H7ToTDCsbPlc1Z2TqcG7TU6XWRtNhcmMwRBFEWvWrEFWVhZatGghL9+/fz/c3NxQt25dvP3220hISChyPceOHUOXLl10lnXt2hVHjx4FAOTn5+P06dN6Zbp06SKXCQgIwLVr1xATE4M7d+7g2rVr8Pf3x40bN7B06VJMnz69xO1KTU1Feno6UlJSkJKSgry8PIiiKA/R12g0Oo8lSSrysVqt1nmsPRajfcwY03sMQOexJEk6j7X3ojT2WBRFncfa+hp7/KLaBABWVlYQBKHCtMkU3yfGGOzt7fXaV57bZGrvkyAIsLGxketSEdr0ot+npPRMnLwRi9PRd5GVnaPXJsYYrKysMP2fvfhlxxHk5uUDABQCIIBhx5krGDFvLdIys+T67j9/A2lZuVAIgOrRMHWVQpAfCwCOXLyFxLQsaDQaeUi6mVKAdlT7k48ZGMxVSrlNg7sFQ6UoWBcAmBe6R7uFmQBzMxV6tW6o045xQ9rigyFt4epoLZe3sjTDoC6NMe/zV2GmUui9T4IgwK+2O8aEtcaXY7phaP9mcHl0r/XSep80Gg1sbW0hCEKl2vdeZJskSYK9vT0kSaowbTK190kQBNja2srbrwhtMrX3SRAEWFlZQasitMnU3idtncqaBAXXH2ICnfnIyEjY2trCwsICo0aNwsaNG9GgQcFkON27d8fKlSuxb98+/PDDD4iIiECHDh2Ql5dndH3x8fFwd3fXWebu7o74+IIhkomJiRBFscgyfn5+mDFjBjp37owuXbpg5syZ8PPzw6hRozBr1iz8+++/8Pf3R1BQEA4ePFhk+3x8fODg4ABnZ2c4Oztj5syZuHDhAq5fvw4AOHv2LKKjC27pc/LkScTGFlwbefToUcTFxQEADh48iMTEgnsK79u3D6mpqQCAXbt2ISMjAwAQHh6O3NxcaDQahIeHQ6PRIDc3V74sISMjA7t27QJQcIBh3759ch7aNsTFxckHNGJjY3Hy5EkAQHR0NM6ePQsAuH79Oi5cKDgjFBUVhaioKAAokzalpKQgPDwcarW6wrTJFN+n+Ph4bN68uUK1ydTeJ7VajW3btsmX81SENr2o9+lhahq+/nsXDv+3F+/9uR5j/9yAPbt34Zddx5CWni63KTExEeHh4dgWcQm1HK3wbpOC2735udpgeCNPiBKDg0KNXfsPym1KuX8bSoWA1rWc0KO+CwCgY20ndKxdMFlcj/ouaFXTCfeS0nD27FmYqTNQxdEGA4Pd0ahawRnvsJc8Uc/DBgDwVisv1HSxQqvAmnKb2gT54uNevnCxM4NSIeCT3rVgZ6mElbkCE3rVwv/e7wlLlaDzPu3ZsxuDe4RgyTevYuIgPyz79g0s/+YVBHgVdOrL8n3aunUr1Gp1pdj3yqJNFy9exObNm3Hu3LkK0yZTe5/UajW2bt2KAwcOVJg2mdr7pFarER4ejpSUlArTJlN8n0jlUObD7PPz8xETE4PU1FSsX78ef/zxBw4cOCB36AuLi4uDt7c31qxZgwEDBhhcn7m5OZYtW4bXX39dXrZy5Uq89dZbyM3Nxf379+Hl5YWjR4/qjAD49ttvsWLFCly5csXgepcuXYrNmzdj4cKFqFevHiIiInD37l0MGTIE0dHRsLDQvSeudnhJdHQ0nJ2d5SNl1tbWUKkKhpsolUr5jIn2sUKhgEKhMPpYrVZDqVTKj1UqlXwWRLtejUaj89jMzAyMMfmx9oi+9rEkSVCpVEYfi6IIxpj8WFt3Y49fVJskSUJWVhZsbW3BGKsQbTLF90kQBOTn50OlUlWYNpna+6RQKJCVlQVLS0u9tpbXNj3v+5SUkYmEjGw4WFuiio2VwTalZ2Vj+G/rcSM+CWYKIE9kEACYKwXkiww9g+ph6sudYG5uDlEU8cOGvVhz/DIkxqBSFJRRCIBSEKCWGJQCUNXZDtu/HAlRFLH+8AX87+/9UAAQBAEaicln5bWPGWNY+8VQeFdxgCAIWH8wEnPW7ocoMUis4Gy89rGFSoHWjWrhu1G99d6nc9fv45+953H19gNAENA22Bf92/jDu6qrSb9PT+57+fn5sLa2lvex8rjvmfLnSXs2z8zMTKcd5blNpvY+qVQqZGdnw9zcvMj2lac2mdr7JAgCMjMzYWNjo9O+8twmU3ufkpOT4eLiUubD7Oefbs51mP2Y4BOVfph9md+aztzcHLVr1wYAhISEICIiAj/99BMWLVqkV9bT0xPe3t7y0TNDPDw85DPsWgkJCfKZeFdXVyiVyiLLPCkxMRFTp07FwYMHceLECdStWxd16tRBnTp1oFarce3aNQQEBBh8rZOTU5E7mPbDXdLHZmZmz/RYEAT5sfYLqKSPC0/0V5LHL7JNlpaWFa5NpvY+af/D0P4HVRHaVNK6v6g2McZgYWEh/14R2lTU46LacS8lHXN2HcKuS9flid4CvNzxQaeWaFnHW6fum05fwfX4RDAG5D26uQhDQaceALadvYqBLzVCk5peUCgUiEnJhObROvMflZEY5JnnRQbcS86U69uhcV189/cBiIwBj8poCl3bLkoM3u5OqOXhLH82Xm3XCA9SMrF0RwSUCgEaCVAICoBJCKpbDVOGdzX4HjRt4I2mDR7fu/1JpvY+Ffe4PO57z9uOF9Em7VBdbYeoIrTJ0OOybBNjDObm5vL6K0KbSvr4RbWJMQZLS8sS/01RHtr0tI9fZJtIxVbmw+yfxBgzOow+KSkJsbGx8PT0NPr6Fi1aYPfu3TrLdu3ahdDQUAAFBw+Cg4P1yuzevVsu86Rx48Zh/PjxqFatGkRR1LlmW6N5fG2NIdprWkjpKzx0ifBDOfNXGTJmjEFdxHclANxLSceghat0OvIAcOn+A7yzbAN2RF7VKb/uxAUYnJnuEaVCwIaIgksXNBoNOrsrYW1W9H979laPR1m5OthgUNtGMDY9EwMwpk9LnQmcBEHA2AGtsGHacLzRJRidguugX2t//PHJq5g/bgCsLc2L3H55Vhn247JGGfNHGfNHGfNnKtlKELj+kDI+Mz9p0iR0794d1atXR0ZGBtasWYP9+/dj586dyMzMxNdff42XX34Znp6euH37NiZNmgRXV1f0799fXsfQoUPh5eWFmTNnAgA+/PBDtGnTBt999x369u2LzZs3Y8+ePTh8+LD8mo8++ghhYWEICQlBixYt8NtvvyEmJgajRo3Sq+Pu3btx/fp1LF++HADQrFkzXLlyBTt27EBsbCyUSiXq1atntI2Fj96R0qVSqdCjRw/KmDPKmb+KnHFsShr+PHYKmy5EIUethrO1FQY2CcCbLwXD0cpSp+ycXYeQlpOrd+s1iRVMEDdl0x60r+8LS7OCnOJS0ovqy0OUGGKTCu4Fr1Kp4OTrj+z9t4yWVyoE9Gmme4nXRwPaQpQY/j50HgIKbummESVYmqkwcWB7dGxcx+C6vD2c8MHLrYuoXcVTkfdjU0EZ80cZ80cZ80fZVh5l+k4/ePAAYWFhiIuLg4ODAwIDA7Fz50507twZOTk5iIyMxPLly5GamgpPT0+0b98ea9euhZ3d41vpxMTEyMNOACA0NBRr1qzBl19+ia+++gq+vr5Yu3YtmjdvLpcZNGgQkpKSMHXqVMTFxcHf3x/h4eHw9tYd4piTk4MxY8Zg7dq18ja8vLwwb948vPnmm7CwsMCyZct0ZuQkL1bh65AIP5QzfxUx4ysPHmLIsnXIyVcXDFUHkJydg9+ORCD80lWsefM1uNgUzKiemp2jd0a+MAYgMy8fuy9dR+/GBfdFd7C2REJ6ltHtKwQBLrbW8u/BNT0RXMsLZ6Pvy0PrtZQKAbaWFnijbROd5SqlAp8P6oA3uzTFrtPXkJ6dCy9XB3RpUhc2Ffgs+7OqiPuxqaGM+aOM+aOMKweRKSAyPgPBea23vCnzCfAqKu3ED4mJiXBxcSnr6lRI2tlQe/TooXM9EildlDN/5SnjjLw8bLx4GXuu30KeRoMAD3e8HhQIXxdnnXKMMfRcuBy3k1LkjnxhSkFAtwZ1MGdATwDA5fsP8MqCVUVuW6VQ4J22zTCmY8HkpT/tPII//4vQ65gX9vOwPujQ0FfOuF3HTpj6z3/Yc/7R3CtCwSR2vh4u+H5YT/h60Pf1sypP+3F5RRnzRxnzRxnzl5SUBFdX1zKfAO/HU6FcJ8AbH3K00k+AR515TrQ7cWXfwQghFceVhIcYunY9UrT3cUdBp1xiDF92bIdhIUFy2VMxdzFk2d9Frk8pCDg0/h242FgjNjkVXecsKbK8QhDwafc2GBpacPY8MSMLA35cgbRs/aH5CkGAf3UPLH9voHz/98LuJqbiyNU7UGtENKzujsY1q+pc+04IIYSUV2XdD9Fu//tTrbh25ieEHK70fS0an8AZHSvhhzGG9PR0ypgzypm/ss74ZnIy/rl0CRujLiPu0T1yn5Sr1mD4ug1Iy8kFw+N550TGwABM27sfh6LvyOWj4h+iuL6xyBiuP0wCAFR3dkR9zypFvoaBoXODx9eou9rZYMV7g1DHo+D2bYVf29avJha91V/uyD+ZcTVXRwxq2QhvtG2CoFpe1JEvBWW9H1cGlDF/lDF/lDF/lG3lQZ15zkxlNsmKSKPR4NChQ5QxZ5Qzf2WVcXxmBoas/xudly/Fp7v/xcf/7kSrP3/HB+HbkPHEXUW2X7mKxKxsg0PmgYKz7H+cOCX/bq5SoiR/S1ioHt8+58NOoUZnpxcE4NWQAHg62uks967ihL8/HIJVY17DZ33a4cv+HRD+6ZuYN7wv7ArNTE/7MX+UMX+UMX+UMX+UMX+mkq3EBK4/hIbZc1PWw1sIIaQo6bm56L3qL9zPyNDroCsEAY09PLHm1YFQPZr8c9yWcIRfuVbk9ekCgKufjoNCEHA/LR0dfv6zyNnmHa0scWj8OzAvdD/creei8M2WvcjOV0OlUEB6dF/tV0IC8GXv9jCje+cSQgghRSrrfoh2+7MiWnMdZv9p00OVvq9F00hyJklSWVehwpIkCampqXB0dNS5owEpXZQzf6WVsShJ2H7zGv66dA43U5Nhb26BPnXq442GjVHF2kan7KrIC7ibngFmoLstMYYzcfex59ZNdKtdR163obKFMTwa2icIqOpgj94B9bHt4lWjBwDeDm2q05EHgN6N/dCxQW3sungNsclpsLOyQJeGdVDV8fn+o6b9mD/KmD/KmD/KmD/KmD9T6X9IUEDkNBBcogHmAGiYPXeiKJZ1FSosURQRERFBGXNGOfNXGhmrRRHv/rsZH+zZhlPx95CUk43otBTMO30cXdYuwbXkRJ3yf1+6VGTnXCEIWH/pkvx7o6qeRofAAwXD4Bu4VYGy0B9mU3t2QqtaBbf8VCoECI/+BYCwpo3xVotgg+uyNjdDvyYNMbZTKIa3DH7ujjxA+/GLQBnzRxnzRxnzRxnzR9lWHjTMnpOyHt5CCKk4bqQmISk3G542dqhh52iwzPzTx/HDycMG+9tKQUBVW3vsH/yW3Nlu/OsvSH/iuvgnBbi5Y/PgIQCA1JxctFzwO/I1GqN9+tk9u6K/fwOdZYwxnI69hy2RV5CSnYOqDvZ4uXFD1HVzLXLbhBBCCHk2Zd0P0W5/xsn2sOQ0zD43U4NJzf6r9H0tGmbPmakMc6mIJElCYmIiXF1daZgWR5Qzf8YyPnz/NmZE7Mfl5AR5WYibF75q1gGNqnjKy9SiiCUXThvtZIuMITYjDQdjb6O9dy0AgLuNLTLy8oy+RikI8Cr0n6OjlSXm9e2J0Ru3gjEmX2eveHRruoGB/ujX0E9vPYIgIKRGNYTUqFbCNPig/Zg/ypg/ypg/ypg/ypg/6n9UHvQJ4ow+TPxIkoSLFy9SxpxRzvwZynhf7E0M3fU3ogp15AHgzMP7eDV8Fc4k3JeX3c1IR1JuTpHbUAkKnIq/J//+WkBAkeVFxvBqw4Y6yzrUroWtb76BVwIbwtnKCjbm5gipVhXz+/XCt906mfTt3Wg/5o8y5o8y5o8y5o8y5s9UshUhcP0hNMyem7Ie3kIIMU0PczJxMO4WckUN/JzcEOSif49zUZLQ8u+FeJCdafDMuUIQ0MDZDdv6DAMA3ElLRdtVfxS5XZWgwHtNmuHjZq0AANlqNQasWY2byUl6s9kLANp4++DPfv2hMOEOOiGEEEL0lXU/RLv9aSc7cB1m/1WzfZW+r0XD7DkzlSNjFZEkSYiLi4OnpycN0+KIci4deaIG087sxtqb53Q6z3UcXPFj895wyJXkjI/GxSA+O9PouiTGcDHpAa6mPEQ9pyqoZmcPDxtbxGcZf42GSWjhVUP+3drMDGtefRVT/tuH7dce33LOQqnE6wGBmNiqdYXqyNN+zB9lzB9lzB9lzB9lzJ+p9D8kpoDEOM1mz2m95Q2lwJmpfJgqIkmScPPmTcqYM8q5dEw4vhVrbpzTOwt+Kz0JYftW4fK1q3LGsZmpJVpnbEYaAECpUODtRk2NllMKAuo5u6JF1eo6yx0trfBT9544NvId/N6nHxb37Y8Tb7+Lye3aw0JVsY710n7MH2XMH2XMH2XMH2XMH2VbeVSsv9ZMkKqC/UFsSlQqFdq0aVPW1ajwKOeiPchJx/nkuxAEAU1casDFwkavzIWkOGyPiTL4epExpIv52Gudg86Pvi+cLaxLtG0nCyv58ZuBTXAtORFrr0RCKQgQGYOAgrvJudvY4o/u/Yxe017FxgYda9Uq0TbLK9qP+aOM+aOM+aOM+aOM+TOV/ocIcLu2nW6+V8A03ukKjI6M8SNJEmJjY1G9enUapsUR5WxYan4Ovj67DbvvR0F6dGW7UlCgd/UAfNmoB2xU5nLZzXcuQiUooGFGvg8YcD82FupgDcxUKrStVhM2ZubIUucb3X5VG3sEuVWVf1cIAv7Xrgv61vHDqsvncT0lCfYWFuhT2w/96zaArbm50XVVBrQf80cZ80cZ80cZ80cZ80f9j8qDOvOc0YeJH0mScO/ePXh5edF/BhxRzvpyNGoMO7QUNzMeyh15ABCZhC2xFxCTmYylrYfBTKEEACTnZuuUe5ISQEOFHbLUeXBUqWClMsP4oJaYfvI/o6+ZGNJG75p2QRAQWq0GQqvVMPKqyov2Y/4oY/4oY/4oY/4oY/6o/1F50CeIM1MZ5lIRqVQqhIaGUsacUc76NsWcw7X0BL3r34GCyenOJMdiz/0r8jJPa3sIRQwzywfDSjEO9paPh9e/1SAEn4e0haWyIHdtx93OzByzWnVH31oNSqs5lQLtx/xRxvxRxvxRxvxRxvyZSrbaCfB4/TyNgwcPonfv3qhatSoEQcCmTZt0nmeM4euvv0bVqlVhZWWFdu3a4dKlSzpl8vLyMHbsWLi6usLGxgZ9+vTB3bt3nzem50Kdec5Eka7o4EUURdy4cYMy5qyy5KyRRGy/dwZvHluA9nu+QY//ZuLHqO24n52iV/af22eLvAJMAQHr75yVf3+lViBEY0PsAZgLCox2awhW6Ei6IAh4N6A5Il57Hz+07oHPgttiXtveiHjtfQysU/Q94om+yrIflyXKmD/KmD/KmD/KmD/KVl9WVhYaNWqE+fPnG3x+1qxZmDNnDubPn4+IiAh4eHigc+fOyMjIkMuMGzcOGzduxJo1a3D48GFkZmaiV69eZZo3deY5YwbO3JHSwRhDSkoKZcxZZchZI4mYeHYlvon8B5fT7iFLk4fEvAysjTmK14/8hIupsTrlE3Izihg0D0hgiM9Jl3+vZe+CEfWaGSyrFAS4WdrC38LRYMZ25hZ4ubY/3gloht61/GCpMnumNlZ2lWE/LmuUMX+UMX+UMX+UMX+mkq3IFFx/nkb37t0xffp0DBgwQO85xhjmzp2LL774AgMGDIC/vz+WLVuG7OxsrFq1CgCQlpaGP//8Ez/88AM6deqEoKAg/PXXX4iMjMSePXtKJa9nQZ15zkxlmEtFpFKp0LRpU8qYs8qQ88rbh3H4YcGweFaomy4xhjxRjQlnlkMtaeTlVSxtiz0z72Flp7Psi6COmNioPRzMLeVlAoC2nr5Y22UoWr3UokJnXNYqw35c1ihj/ihj/ihj/ihj/ipTtunp6To/eXl5T72O6OhoxMfHo0uXLvIyCwsLtG3bFkePHgUAnD59Gmq1WqdM1apV4e/vL5cpC9SZ54yGufAjiiKuXLlCGXNW3nOWmIQcMQ+SkWHuIpOw5vYRo2faJTAk52dh/4PL8rKXfYKK3iYY+nvrlhEEAe82aIHj/T7Amo5vYGm713Cozxj80XYg3CxsynXG5UF534/LA8qYP8qYP8qYP8qYP1PJlkGAxOmHPTqtUr16dTg4OMg/M2fOfOp6xsfHAwDc3d11lru7u8vPxcfHw9zcHE5OTkbLlIXKc9iGVEg5OTllXYVKoTzmnJCbgrWxe7A7/iTyJDWslObo4tEcA6t3hKuFo1wuMTcdSfmZRa5LJSgQmRqLzp6BAID+NRpjza1TiM5M1JsETwEBAU5e6FLVz+C6LJQqNHPTn22+PGZc3lDG/FHG/FHG/FHG/FHGpLTExsbC3t5e/t3CwuKZ1yU8cZcgxpjesieVpAxPdGaeM6VSWdZVqLCUSiWCgoIoY87KY86x2Q8w+vRs7Ig7hjxJDQDIEfOx9d4RvH/6e8TlJMplFULxX4MMBR16LWuVOZa3Ho52HvV0htsrBAE9qvnjj5ZvyLelK4nymHF5QxnzRxnzRxnzRxnzRxnzZyrZvohr5u3t7XV+nqUz7+HhAQB6Z9gTEhLks/UeHh7Iz89HSkqK0TJlgTrznJnKMJeKSBRFXLx4kTLmrDzmPPvKKmRpcvVmkJcgIV2djR+vrZWXuVrYwdvGtchr4EUmoZlrbZ1lThbWmP/SIOzu+iG+b/oy5jR9Bf91G4/ZTQfA1uzp/iMpjxmXN5Qxf5Qxf5Qxf5Qxf5Qxf5Tt06lZsyY8PDywe/dueVl+fj4OHDiA0NBQAEBwcDDMzMx0ysTFxeHixYtymbJAw+wJIRXKrcz7uJpxx+jzEiScT72Oe9kP4WVdBYIgYGjNtph2cb3B8kpBgRrWrmjm4mvweS9rR3hZO5ZG1QkhhBBCKgyJCZAYnyHoT7vezMxM3LhxQ/49Ojoa586dg7OzM2rUqIFx48ZhxowZqFOnDurUqYMZM2bA2toagwcPBgA4ODjgrbfewscffwwXFxc4OztjwoQJCAgIQKdOnUq1bU+DOvOcmcowl4pIqVTC39+/rKtR4ZlSzrliHi6nX0GelI9qVlVR3dpLr8ytrHslWld01n14WVcBAPTyaoLbWQ+xIvoglIICIpMgQAADg5ulA34MHlai4fjPypQyrqgoY/4oY/4oY/4oY/4oY/6o/6Hv1KlTaN++vfz7Rx99BAAYNmwYli5dik8//RQ5OTkYPXo0UlJS0Lx5c+zatQt2do/vTvTjjz9CpVJh4MCByMnJQceOHbF06dIyzVtgpnIjwgomPT0dDg4OSE5O1pv1kJQOURRx4cIFBAYG0pcWR6aQs8QkbLy3Ddvj/kWelC8vr21bC+/UGg4vK0952aGH5zD98tJi1znN/x00c2mgs+xy2l1sjD2JmxkPYKOyQCfPQHT1DISl0rzU2mKIKWRc0VHG/FHG/FHG/FHG/FHG/KWkpMDZ2RlpaWk6k8O9KNp+0LgjfWBha8ZlG3mZasxtuaXM2mgq6Mw8KdesrKzKugqVQlnnvOLOWux6sE9v+a3M2/jm0v8w3f9LuFkWnGVv7FgXZoIKaqbRK69lqTBHoKP+sPkGDtXQwKFa6VX8KZR1xpUBZcwfZcwfZcwfZcwfZUxI6aAJ8DijI478KJVK1K9fnzLmrKxzjs99YLAjDxRc/54j5mLTve3yMjsza/TxalXkhHYDqrWDpfLZb11S2so648qAMuaPMuaPMuaPMuaPMubPVLLVXjPP64dQZ547jcb42UHyfDQaDSIiIihjzso658OJx6Eo4qtKgoQjSSegfnQLOgAYUbM3Oro3BVAwgZ0CApSPrnnv7vES3vDpxrfST6msM64MKGP+KGP+KGP+KGP+KGP+KNvKg4bZcyYIdNSIF0EQ4OTkRBlzVtY5p+SnFVtGwzTIFnPgoCi4LkulUOKT+kMwoFpb7ImPQLI6A67mDujs0Qw+Np7FrO3FK+uMKwPKmD/KmD/KmD/KmD/KmD9TyVaCAhKnc8e81lveUGeeM1MZ5lIRKZVK1K5du/iC5LmUdc5O5g7FllEJSlgr9a+/87WtBt/aZXMN/NMo64wrA8qYP8qYP8qYP8qYP8qYP+p/VB50SIMzGubCj0ajwdGjRyljznjlzBjDzcwo7I7fiN3xG3Er8woM3VyjletLkCAZXY8CCoS6NIeZgs9sqS8C7cv8Ucb8Ucb8Ucb8Ucb8Ucb8mUq2IhO4/hA6M8+dQkHHS3hRKBTw8vKijDnjkXNSXgIWR3+P+7kx8vXwEiRUtfTGiJofw8XCTS7rYemOzm7tsTvhP/26QQFLpQX6efUstbqVBdqX+aOM+aOM+aOM+aOM+aOM+aNsKw+6zzwn2vsrVvZ7HxLypBwxG7OuTEC6OlXvjLsCCtibOeHT+rNhpbSWl0tMwoZ7W7E9bhfyC91n3temJt6pNRzVrKu+sPoTQgghhJiysu6HaLf/7sGXud5nflGb9ZW+r0WHbTgzlWEuFZFGo8HBgwcpY85KO+cTSf8hTZ1icOi8BAlp6mScTNqvs1whKPBKtb74tckP+Kju+xhT+23MDJiCqf6TKkRHnvZl/ihj/ihj/ihj/ihj/ihj/ijbyoOG2XNGw1z4USgU8PX1pYw5K+2cT6ccBoPxAUEMDKdSDqOtWw+95yyVlgh2alwq9TAltC/zRxnzRxnzRxnzRxnzRxnzZyrZMqaAxPjUhXFab3lDnXnOTOXDVBFpr7kifJV2ztliZqmUqUhoX+aPMuaPMuaPMuaPMuaPMuaP+h+VB73TnNEwF340Gg327dtHGXNW2jlXsfCUJ70zRIACbhamdy94nmhf5o8y5o8y5o8y5o8y5o8y5s9UshUhcP0h1Jnnjo6M8aNQKODv708Zc1baOYe6dCryVnMMEkJdOpXKtsoL2pf5o4z5o4z5o4z5o4z5o4z5o2wrDxpmzxl9mPhRKBRwc3MrviB5LqWds79DCPztm+JS+ikD184LCHAIQUOH4FLbXnlA+zJ/lDF/lDF/lDF/lDF/lDF/ptL/kBggcbofvET3YwNAZ+a5U6vVZV2FCkutVuPff/+ljDl7mpzT1Q9xK/Ms7mZHQWSGh3gpBAWG1/wQXTxehrXSVl5urbRFV4+XMcznQyiEyvXVRPsyf5Qxf5Qxf5Qxf5Qxf5Qxf5Rt5UFn5jlTKpVlXYUKS6lUomnTppQxZyXJOTX/Af6NW4gbmRHyMmulA1pVeQ0hzr0gCLpHZZWCCt08XkEnt35IyLsPAHCzqAqVonJ+JdG+zB9lzB9lzB9lzB9lzB9lzB9lW3lUzr+cXyBTGeZSESkUCjg7O5d1NSq84nJOVydi6a2PkS2m6yzPFtOwK34RssU0tHV7w+BrVQoVqlrVKNX6lke0L/NHGfNHGfNHGfNHGfNHGfNnKv0PieOt6Xitt7yhFDijYS78qNVqbN++nTLmrLicjzxci2wxHczIpHaHH65FWn4CzyqWe7Qv80cZ80cZ80cZ80cZ80cZ80fZVh7UmedMpaLBD7yoVCq0bt2aMuasqJxFSY0LqXuNduQBQICAC6l7eVax3KN9mT/KmD/KmD/KmD/KmD/KmD9TyVaCwPWH0DB77p68VpiUHkEQYG9vX9bVqPCKyjlHyoSG5Rf9eghIVz/kUbUKg/Zl/ihj/ihj/ihj/ihj/ihj/qj/UXnQmXnOaJgLP2q1Gps3b6aMOSsqZwuFNRTFfI0wMFirHHhVr0KgfZk/ypg/ypg/ypg/ypg/ypg/U8lWZALXH0Kdee5MZZhLRaRSqdClSxfKmLOicjZTWKCefUsIRXyVMEjwd2jHsYblH+3L/FHG/FHG/FHG/FHG/FHG/FG2lQe906Rcoy+rF6OonFtXeQ03Mk5Cw9QGrp0XEODQHlUsvflWsAKgfZk/ypg/ypg/ypg/ypg/yrhyoNns+aMUONNoNGVdhQpLo9EgPDycMuasuJyrWHpjiM8MOJq76yxXQIlgpx7o6fXBi6hmuUb7Mn+UMX+UMX+UMX+UMX+UMX+UbeUhMMZYWVeiIkpPT4eDgwNSU1Ph4EDXC/PAGINGo4FKpaKJPjiRmAi1mANIKpibWRSZM2MMMdmReJgXCzPBArXtQmCjcnxxlS3HaF/mjzLmjzLmjzLmjzLmjzLmLy0tDY6OjkhLSyuTyQa1/aCBe8NgbmPOZRv5WflY13FFmbXRVNAYF1Kuaf8zIKUrS52A88krcS09HBopFyrRGb7OrdHY5Q3YmXkYfI0gCPC2CYS3TeALrm3FQPsyf5Qxf5Qxf5Qxf5Qxf5QxIaWDhtlzRsNc+NFoNNi1axdlXMrS8u9iY8xbiErbDA3LhSCZw+n6CFxP2YVNd95Cav6dsq5ihUP7Mn+UMX+UMX+UMX+UMX+UMX+mki3jeI95RveZB0DD7LnRDi+p7EM/SPmzLXYsHuREgkHUe06AAq6W9dG3xqIyqBkhhBBCCClOWfdDtNt/de9QmHEaZq/OysffHZdX+r4WnZnnjI6V8MMYQ3p6OmVcilLzYxCfc063I88EKPNcACaAQcLD3MtIyrtRdpWsgGhf5o8y5o8y5o8y5o8y5o8y5s9UspWYwPWHUGeeO1MZ5lIRaTQaHDp0iDIuRSl5N/WWCZIZHG8PhiCZFSp360VWq8KjfZk/ypg/ypg/ypg/ypg/ypg/yrbyoGH2nJT18BZCnkVM5lHsuj+x2HIdPaejpl3bF1AjQgghhBDyNMq6H6Ldfv/db3IdZr+x85JK39eiM/OcSZJU1lWosCRJQnJyMmVcijytG0MlWOouZAJU2Z7Ao+FMSsEcXtbBZVC7iov2Zf4oY/4oY/4oY/4oY/4oY/4o28qDOvOciaL+JGKkdIiiiIiICMq4FJkprBHg9JrOMkFSwf5eHwiSCoCABo4vw1xpWzYVrKBoX+aPMuaPMuaPMuaPMuaPMubPVLKla+b5o2H2nJT18BZCnpXERBxN+BFX0jZDgBIAAyCAQUQd++5o7f4pFALdG5YQQgghxBSVdT9Eu/2+u0ZwHWa/ucviSt/Xor/IOaNhLvxIkoTExES4urpCoaBBJqVFISjRyn0CGjq+jOvpO5GpfghVZlU0rN4OLla1y7p6FRLty/xRxvxRxvxRxvxRxvxRxvyZSv9De094XusmNMyeO1P5MFVEkiTh4sWLlDEnThY10azKe2jjNgmau7XgYOZT1lWqsGhf5o8y5o8y5o8y5o8y5o8y5o+yrTxomD0nZT28hZDCcjWJuJO+DveydkKUsmFn7gsf+9fgbt0WgkDH9AghhBBCKoqy7odot9/z35Fch9lv7/pHpe9r0V/xnNGRMX4kScK9e/co42Kk5V3F/rv9cC31N2SpbyNXTEBizklEPPgQZxMmgbGiJ0mhnPmjjPmjjPmjjPmjjPmjjPmjjPmjbCsP6sxzRh8mfiRJws2bNynjIkhMg5PxY6CWMgE8zomhoAN/Lysc0emril4H5cwdZcwfZcwfZcwfZcwfZcwfZcyfqWRLs9nzV6ad+V9//RWBgYGwt7eHvb09WrRogR07dsjPM8bw9ddfo2rVqrCyskK7du1w6dKlYte7fv16NGjQABYWFmjQoAE2btyoV2bBggWoWbMmLC0tERwcjEOHDuk8//3338Pd3R3u7u748ccfdZ47ceIEgoODS3TbB5WK5hjkRaVSoU2bNpRxER5k70eu+ACFO/JPupW6AowZf55y5o8y5o8y5o8y5o8y5o8y5o8y5o+yrTzKtDNfrVo1/O9//8OpU6dw6tQpdOjQAX379pU77LNmzcKcOXMwf/58REREwMPDA507d0ZGRobRdR47dgyDBg1CWFgYzp8/j7CwMAwcOBAnTpyQy6xduxbjxo3DF198gbNnz6J169bo3r07YmJiAACRkZGYPHkyVq9ejVWrVmHSpEm4ePEiAECtVmPUqFFYuHAhlEplsW00lSNjFZEkSbhz5w5lXISknDMQirlpRY4Yj1zxodHnKWf+KGP+KGP+KGP+KGP+KGP+KGP+KNvKo0w7871790aPHj1Qt25d1K1bF99++y1sbW1x/PhxMMYwd+5cfPHFFxgwYAD8/f2xbNkyZGdnY9Uq48OC586di86dO+Pzzz9H/fr18fnnn6Njx46YO3euXGbOnDl46623MHLkSPj5+WHu3LmoXr06fv31VwBAVFQUAgMD0aFDB3Ts2BGBgYGIiooCAMyePRtt2rRB06ZNS9RG+jDxQ9dcFU8QSjYESSji9h6UM3+UMX+UMX+UMX+UMX+UMX+UMX+mki0Ns+fPZK6ZF0URa9asQVZWFlq0aIHo6GjEx8ejS5cuchkLCwu0bdsWR48eNbqeY8eO6bwGALp27Sq/Jj8/H6dPn9Yr06VLF7lMQEAArl27hpiYGNy5cwfXrl2Dv78/bty4gaVLl2L69OklbldGRgbS09ORkpKClJQU5OXlQRRFeYi+RqPReaz98Bl7rFardR5rb0agfcwY03sMQOexJEk6jzUaTZGPRVHUeaytr7HHL6pNSqUSTZs2hUqlqjBtKu33ycWyKSQJYFLB2XkmqcAk5aPHZmCSCtaq6lAyJ6NtUigUCA0NBWPMJNpUEd8nlUqF5s2bywdfKkKbTO19UigUOt8XFaFNpvY+Mcbw0ksvQaVSVZg2mdr7JAgCQkNDIQhChWmTqb1PKpUKL730ErQqQptM7X1SqVRo2rSpPMK1IrTJ1N6nkp7MIeVfmXfmIyMjYWtrCwsLC4waNQobN25EgwYNEB8fDwBwd3fXKe/u7i4/Z0h8fHyRr0lMTIQoikWW8fPzw4wZM9C5c2d06dIFM2fOhJ+fH0aNGoVZs2bh33//hb+/P4KCgnDw4MEi2+fj4wMHBwc4OzvD2dkZM2fOxIULF3D9+nUAwNmzZxEdHQ0AOHnyJGJjYwEAR48eRVxcHADg4MGDSExMBADs27cPqampAIBdu3bJlxyEh4cjNzcXGo0G4eHh0Gg0yM3NRXh4OICCgwq7du0CAKSmpmLfvn1yHto2xMXFyQc0YmNjcfLkSQBAdHQ0zp49CwC4fv06Lly4AKBgBIN2xEJZtCktLQ07d+6EKIoVpk2l/T65W7eGKqE/EF9w8Ird7wn2sE3B49gBQFIz+DoOQ0REhNE2PXjwADdu3DCZNlXE90kURRw7dky+xKgitMnU3qfk5GTs2rULoihWmDaZ4vt08eJFiKJYodpkSu/TpUuXcOPGDZw/f77CtMnU3idRFHHhwgUcOHCgwrTJ1N4nURSxc+dOpKWlVZg2mdr7FBkZCVNAZ+b5K/P7zOfn5yMmJgapqalYv349/vjjDxw4cACpqalo2bIl7t+/D09PT7n822+/jdjYWOzcudPg+szNzbFs2TK8/vrr8rKVK1firbfeQm5uLu7fvw8vLy8cPXoULVq0kMt8++23WLFiBa5cuWJwvUuXLsXmzZuxcOFC1KtXDxEREbh79y6GDBmC6OhoWFhY6JTX3l/x5s2bcHV1lY+UWVtby5NSKJVKaDQaCIIgP1YoFFAoFEYfq9VqKJVK+bFKpYIgCPJjoOCIYeHHZmZmYIzJjyVJgiiK8mPtUVJjj0VRBGNMfqytu7HHL6pNarUaZ86cQXBwMBQKRYVoE4/3KTXnJk7Ej0I+S3h0Vp5BoQAkSQFvuwEIdJsEURSNtkmSJJw/fx4BAQEwNzc3iTZVtPeJMYYzZ86gUaNGsLCwqBBtMrX3KT8/H2fPnpW/LypCm0ztfcrNzcWFCxfQpEkTeTvlvU2m9j5pNBpcuHABgYGBUKlUFaJNpvY+CYKAM2fOIDAwEJaWlhWiTab2PkmShNOnT6NJkyby33PlvU2m9j49fPgQbm5uZX6f+c7h73K9z/zuHosq/X3my7wz/6ROnTrB19cXEydOhK+vL86cOYOgoCD5+b59+8LR0RHLli0z+PoaNWpg/PjxGD9+vLzsxx9/xNy5c3Hnzh3k5+fD2toaf//9N/r37y+X+fDDD3Hu3Dn5SGxhiYmJaNasGQ4ePIgzZ85g+vTp8tGxKlWqYN++fQgICNB5jXYnruw7GDEN+WI6YjM2437WTmikTNiZ14GP/UC4WDaloViEEEIIIRVIWfdDtNvvFP4uVDYWxb/gGWiy8rCHOvNlP8z+SYwx5OXloWbNmvDw8MDu3bvl5/Lz83HgwAGEhoYafX2LFi10XgMUDHvRvsbc3BzBwcF6ZXbv3m10vePGjcP48eNRrVo1iKIoX9cC6F5bY0hRz5HnI4oirly5QhmXgLnSHr6OYWjttRLtq29GiPv3cLVqVqKOPOXMH2XMH2XMH2XMH2XMH2XMH2XMH2VbeZTpTQgnTZqE7t27o3r16sjIyMCaNWuwf/9+7Ny5E4IgYNy4cZgxYwbq1KmDOnXqYMaMGbC2tsbgwYPldQwdOhReXl6YOXMmgIIz7G3atMF3332Hvn37YvPmzdizZw8OHz4sv+ajjz5CWFgYQkJC0KJFC/z222+IiYnBqFGj9Oq4e/duXL9+HcuXLwcANGvWDFeuXMGOHTsQGxsLpVKJevXqcU6KGJOTk1PWVagUKGf+KGP+KGP+KGP+KGP+KGP+KOPKgee17XTNfIEy7cw/ePAAYWFhiIuLg4ODAwIDA7Fz50507twZAPDpp58iJycHo0ePRkpKCpo3b45du3bBzs5OXkdMTAwUiscDDEJDQ7FmzRp8+eWX+Oqrr+Dr64u1a9eiefPmcplBgwYhKSkJU6dORVxcHPz9/REeHg5vb2+d+uXk5GDMmDFYu3atvA0vLy/MmzcPb775JiwsLLBs2TJYWVkZbWNJ7kVPno1SqdS5BKOyyVVHIz33GBgAO4sQWJvX5bKdyp7zi0AZ80cZ80cZ80cZ80cZ80cZ80f9j8rD5K6Zryi014okJyfDycmprKtTIYmiiKioKPj5+VWqLy21mIybiR8jLXe/znI7i5dQ2/VHmKs8SnV7lTXnF4ky5o8y5o8y5o8y5o8y5o8y5i8lJQXOzs5lfs18u23vcb1mfn+vX+ma+bKuACGk5CSWh6gHQ5CWe0jvuYy8CFx+MAgaKaMMakYIIYQQQgh5kcp0mH1lQEcc+VEqlfD39y/rarxQSVnbkKM2fPtEQESeJhaJmf/Aw/7NUttmZcz5RaOM+aOM+aOM+aOM+aOM+aOM+TOV/gddM88fnZnnjGaT5EcURZw9e7ZSZfwwcz2K+9g+zPy7VLdZGXN+0Shj/ihj/ihj/ihj/ihj/ihj/ijbyoPOzJNyrajJBysitfQQgPR/9u48vqkq///4+ybpBpYuQltaWcomlKIgIIIjIAqKo6I4guICKDiMjrL83FBBVApfUKFuiKgsOrLMiIgjKK1TKGBZqlbZ9wplqbXQBaRLbu79/VETiW2hCf00tzfv5+ORx4Q0vTn3lbbOSU7uPc89dNgd+bX+uP7W2RfYWB4by2NjeWwsj43lsbF/4Dvz8jiZF2aUZS5mZLVa0b59e18Po04FWS9DqT0bQHWvuFoQaIur1cf0x851jY3lsbE8NpbHxvLYWB4by+P8w39wmb0wVVV9PQTTUlUVmZmZftU4KvQeVD+RBwAN0aHDavUx/bFzXWNjeWwsj43lsbE8NpbHxvKM0lbXFdELcTIvTlH4gyZFURRERET4VeOIkBsRFnwdqv7VtaBhYBdc2vD2Wn1Mf+xc19hYHhvLY2N5bCyPjeWxsTy29R88z7wQ5/kV/f3ch1T7NL0MOQUzkHdmCTS9FACgIBCNL7kLLSKeh9XS0McjJCIiIiJf8fU8xPn4PVc+Lnqe+U2D3vL7uRbfmRdmlGUuZqSqKjIyMvyusUUJQovIyehy2Va0j/oX2kd9jKsu24pWl04Tmcj7a+e6xMby2FgeG8tjY3lsLI+N5bGt/+AB8IRZLHy9RIrFYkFcXJzfNrZZQhEWcq344/h757rAxvLYWB4by2NjeWwsj43lGaUtj2Yvj5N5YUb5ZTIji8WCFi1a+HoYpsfO8thYHhvLY2N5bCyPjeWxsTzOP/wHn2lhXOYiR1VVrF+/no2FsbM8NpbHxvLYWB4by2NjeWwszyhteTR7eXxnXhhfGZNjsVjQunVrUzTWdR1l9h9Rbt8FRQlGg6C+sFov9fWwAJirs1GxsTw2lsfG8thYHhvLY2N5bOs/OJkXxl8mOc7PXNV35fbdyDv5T5Sru865NQCNGj6IS8MnQ1ECfTY2wDydjYyN5bGxPDaWx8by2FgeG8szyvyDn5mX5/Ez/csvv+CBBx5AbGwsbDYbrFar24XcGWWZixmpqoq0tLR63diuHsaxvEEoV/f++Sso/m0+8k6N88Ww3Jihs9GxsTw2lsfG8thYHhvLY2N5bOs/PH5nfsSIEThy5AgmTZqEpk2bQlH4qsj5GOWVMTOyWCxITEys140Lit+Erp8F4Kjiqzp+K1mBsvJHERSYWNdDczFDZ6NjY3lsLI+N5bGxPDaWx8by2Lay06dPY9KkSVixYgXy8vLQpUsXvPHGG+jevTuAio+8vvTSS5g3bx4KCgrQo0cPvPPOO+jYsaOPR35+Hk/mN27ciA0bNqBz584CwzEf/jLJsVgsiIqK8vUwvKbrDvx2djmqnsg72XDm7H98Ppmvz53rAzaWx8by2FgeG8tjY3lsLM8o8w/JA9V5ut1Ro0Zhx44d+PjjjxEbG4t//etfuPHGG7Fr1y7ExcVh5syZmDVrFhYuXIh27dph6tSp6N+/P/bu3YvQ0NBaH//Ro0ehKMpFf+TE42e6WbNm0HX9oh7Un9jtdl8PwbTsdjvWrFlTbxvr+lnoKLvQveDQ8utkPNWp753rAzaWx8by2FgeG8tjY3lsLI9t3ZWUlGD58uWYOXMmevfujTZt2mDKlCmIj4/Hu+++C13XkZycjOeffx6DBw9GYmIiFi1ahLNnz2Lx4sW1Ng5N0/Dyyy8jLCwMLVq0QPPmzREeHo5XXnkFmqZ5tU2PJ/PJycl49tln8fPPP3v1gP6GxxGQY7Va0b1793rbWFEaQFEaXvB+VmtsHYzmfI9fvzvXB2wsj43lsbE8NpbHxvLYWJ5R2uq/HwBP4uJ8Z764uNjtUlZW+Y0yVVXhcDgQHBzsdntISAg2btyI7Oxs5ObmYsCAAa6vBQUFoU+fPsjIyKi1Hs8//zzefvtt/N///R+ysrLwww8/YNq0aXjrrbcwadIkr7bp8TL7oUOH4uzZs2jdujUaNGiAgIAAt6+fOnXKq4GYlVGWuZiRxWJBZGSkr4fhNUWxIrThPSg+sxDVL7V3ILTB0DocVWX1vXN9wMby2FgeG8tjY3lsLI+N5fnT/KNZs2Zu/37xxRcxZcoUt9tCQ0PRs2dPvPLKK+jQoQOio6OxZMkSbNmyBW3btkVubi4AIDo62u37oqOjcfjw4Vob66JFi/DBBx/g9ttvd9125ZVXIi4uDo8++iiSkpI83qbHk/nk5GSPH8SfcZmLHLvdjpSUFAwYMKDSi0r1RXjo4/jt7H/h0E6iqgl9o4YPIzCgTd0P7Bxm6Gx0bCyPjeWxsTw2lsfG8thYnlHmHzoAqU9nOzebk5ODRo0auW4PCgqq8v4ff/wxHnroIcTFxcFqteKqq67CsGHD8MMPP7ju8+cDu+u6XqsHez916hTat29f6fb27dt7/Ya4R5N5u92OdevWYdKkSWjVqpVXD+hvbDaPXy+hGrLZbLjuuuvqdWObNRqxUV8iv+AZlJStg/NPk0VphLDQRxEe+rhPxweYo7PRsbE8NpbHxvLYWB4by2Njef7UtlGjRm6T+eq0bt0a6enp+O2331BcXIymTZti6NChiI+PR0xMDAAgNzcXTZs2dX1PXl5epXfrL8aVV16Jt99+G2+++abb7W+//TauvPJKr7bp0TMdEBCAFStWeL2m3x/x1H1yFEWp0S+v0QXYmqFpk8Wwqzmw2/dCUYIRFNQNFiX4wt9cB8zS2cjYWB4by2NjeWwsj43lsbE8o8w/NChQIDMWzcvtNmzYEA0bNkRBQQHWrFmDmTNnuib0qamp6NKlCwCgvLwc6enpmDFjRq2NeebMmfjrX/+Kb775Bj179oSiKMjIyEBOTg5Wr17t1TY9/kDFnXfeic8//9yrB/NHRlnmYkZ2ux0rV640TeMAWzM0CLkRIcF/McxEHjBfZyNiY3lsLI+N5bGxPDaWx8by2LayNWvW4Ouvv0Z2djZSU1Nx/fXX4/LLL8fIkSOhKArGjRuHadOmYcWKFdixYwdGjBiBBg0aYNiwYbU2hj59+mDfvn248847UVhYiFOnTmHw4MHYu3cvrrvuOq+2qegenmcuKSkJr732Gm644QZ07doVDRu6H437iSee8GogZlNcXIywsDAUFhYiLCzM18MxJV3XUVpaiuDgYMO8AmlG7CyPjeWxsTw2lsfG8thYHhvLKyoqQnh4OIqKinyyCsI5D7riP0/C2qDqz7BfLMfZMmy7+7Ua7+O///1vTJw4EUePHkVkZCTuuusuJCUlueZpuq7jpZdewnvvvYeCggL06NED77zzDhITE0XGX1s8nszHx8dXvzFFwaFDhy56UGbAybw8XdehqipsNhv/YyCIneWxsTw2lsfG8thYHhvLY2N5nMwbx7Zt25CYmAiLxYJt27ad975XXHGFx9v3eJl9dnZ2tRdO5CtTVdXXQzAtVVWxevVqNhbGzvLYWB4by2NjeWwsj43lsbE8o7SVOse881IfdO7cGfn5+a7rXbp0QefOnStdnJ/V95TH78xTzfCdeXl8ZbdusLM8NpbHxvLYWB4by2NjeWwszyjvzCf++ynRd+Z3DHnV8O/MHz58GM2bN4eiKBc8Z32LFi083r7H5y146KGHzvv1+fPnezwIIm85/2NgNLp2BuWlq6A7TkCxNEZAyF9hsUT4elheM2pnM2FjeWwsj43lsbE8NpbHxv5B1wXPM19P3o4+d4J++PBh9OrVq9LPvqqqyMjI8Goy7/Ey+4KCArdLXl4e0tLS8Nlnn6GwsNDjAZidUZa5mJGqqkhJSTFc47LfPkJRbheUFD6J0tNvoKToORTndkXp6WTUx4UwRu1sJmwsj43lsbE8NpbHxvLYWB7bGtP111+PU6dOVbq9qKgI119/vVfbrJVl9pqm4dFHH0WrVq3w9NNPX+zmTMG5vMToSz+odpWf/Q/OFk6o9uvBoc8iOPSxOhwREREREfkTX89DnI+fsPRp0WX2u+6ZWa/mWhaLBb/88guaNGnidvu+ffvQrVs3FBcXe7zNWlnfYrFYMH78ePTt25eT+T+pj+/E1he6ruP06dMIDQ01xGeudN2BkuIZ571P6Zk3EdRwBBRLw/Pez0iM1tmM2FgeG8tjY3lsLI+N5bGxPM4/jGXw4MEAKs78NmLECAQF/fECh8PhwLZt29CrVy+vtu3xMvvqHDx4kEs6qsAmclRVxYYNGwzT2FH+A3Ttl/PfST8Le9nauhlQLTFaZzNiY3lsLI+N5bGxPDaWx8byjNJW1xXRS30RFhaGsLAw6LqO0NBQ17/DwsIQExODRx55BP/617+82rbHy+wnTHBfQqzrOk6cOIFVq1Zh+PDhePvtt70aiNn4enkL1T176Tf47dTIC94vJGwGghoOq4MREREREZG/8fU8xPn4HZY8I7rMfve9M+rVXOull17Ck08+iYYNa2+FrsfL7LOystz+bbFY0KRJE7z++usXPNK9P9I0zddDMC1N01BYWIjw8HBYLLW2yMRrFmvzmt3PVrP7GYXROpsRG8tjY3lsLI+N5bGxPDaWZ5T5h6YrUITeQa8v55k/14svvljr2/R4Mr92bf1aIuxrDofD10MwLYfDgczMTPTr188Q/zGwBrSDNaAzHPZtAKr6I6pAsTSFLdC7z8T4itE6mxEby2NjeWwsj43lsbE8NpbH+Ydxffrpp/j3v/+NI0eOoLy83O1rP/zwg8fb8/g3qF+/flWegq64uBj9+vXzeABmFxAQ4OshmFZAQABuuukmQzUOCZsGIBCA9U9fsQCwoEH4q1CU+vUfLiN2Nhs2lsfG8thYHhvLY2N5bCzPKG2d55mXutQ3b775JkaOHImoqChkZWXh6quvxqWXXopDhw5h4MCBXm3T41nFunXrKr2KAAClpaXYsGGDV4MwM6MsczEjTdOQl5dnqMa2wE4IbbIStiD3d9+tAVfhkkv/jYDg3j4amfeM2Nls2FgeG8tjY3lsLI+N5bGxPLY1pjlz5mDevHl4++23ERgYiKeffhqpqal44oknUFRU5NU2azyZ37ZtG7Zt2wYA2LVrl+vf27ZtQ1ZWFj788EPExcV5NQgz4y+THE3TsGPHDsM1tgYk4JJLF6NR9FZc0vi/aBS1CaFNVsAWdLWvh+YVo3Y2EzaWx8by2FgeG8tjY3lsLM8obSveQZc6mr2v985zR44ccZ2CLiQkBKdPnwYAPPDAA1iyZIlX26zxZ+Y7d+4MRVGgKEqVy+lDQkLw1ltveTUIM7PZPD4sAdWQzWYz9Ec7LNamsFib+noYF83onc2AjeWxsTw2lsfG8thYHhvL4/zDmGJiYnDy5Em0aNECLVq0wObNm3HllVciOzsbHp5gzqXG78xnZ2fj4MGD0HUdW7duRXZ2tuty7NgxFBcX82j2VTDKK2NmpGkajh07xsbC2FkeG8tjY3lsLI+N5bGxPDaWx7bG1K9fP/z3v/8FADz88MMYP348+vfvj6FDh+LOO+/0aps1ftmmRYsWAPjD4Sn2kqNpGg4ePIjo6GgeDVUQO8tjY3lsLI+N5bGxPDaWx8byjDL/cC6Jl9p2fTNv3jzXczNmzBhERkZi48aNuO222zBmzBivtqnoXryn//HHH2Pu3LnIzs7Gpk2b0KJFC8yePRutWrXCoEGDvBqI2RQXFyMsLAxFRUVo1KiRr4dDRERERER+wNfzEOfjt/l4IqwNgkUew3G2FAcemG6audaxY8e8Ov6cxy+Hvfvuu5gwYQJuueUWFBYWus5jGBERgeTkZI8HYHZGeWXMjDRNw+HDh9lYGDvLY2N5bCyPjeWxsTw2lsfG8ozSVhe+mEFubi4ef/xxtGnTxqvv93gy/9Zbb+H999/H888/D6v1j3Npd+vWDdu3b/dqEGZmlF8mM+JnruoGO8tjY3lsLI+N5bGxPDaWx8by2NZYCgsLcd9996FJkyaIjY3Fm2++CU3TMHnyZLRq1QqbN2/G/Pnzvdq2x8vsQ0JCsGfPHrRo0QKhoaH46aef0KpVK+zfvx9XXHEFSkpKvBqI2fh6eQsREREREfkfX89DnI/f6qPnRJfZH3pwWr2Yaz366KP473//i6FDh+Lrr7/G7t27cdNNN6G0tBQvvvgi+vTp4/W2PX5nPj4+Hj/++GOl27/66iskJCR4PRCzcn4MgWqfw+HAgQMH6qyxrmvQ9TKvTx1RX9V1Z3/ExvLYWB4by2NjeWwsj43lsa2xrFq1CgsWLMBrr72GL774Arquo127dkhLS7uoiTzgxWT+qaeewmOPPYZly5a5TlOXlJSE5557Dk899dRFDcaM/G3iV5d0XUdBQYF4Y92+B47C8XD8kgDHLx3h+LUXtDPvQNd+E31co6irzv6MjeWxsTw2lsfG8thYHhvLM0xbfmgeAHD8+HHXm96tWrVCcHAwRo0aVSvb9upo9u+//z6mTp2KnJwcAEBcXBymTJmChx9+uFYGZQa+Xt5CtUMry4BW8DAADcC5r3JaAFsHWCM/gWK5xEejIyIiIiJy5+t5iGuZ/SLhZfbD68cye6vVitzcXDRp0gQAEBoaim3btiE+Pv6it13j88yfa/To0Rg9ejTy8/OhaRqioqIAeH9IfTPjMhc5DocD+/fvR9u2bd0OxlhbdL0MWuFYACoqv/ynAeoeaGfehLXRc7X+2EYi3ZnYuC6wsTw2lsfG8thYHhvLM8z8Q/A886hH55nXdR0jRoxAUFAQAKC0tBRjxoxBw4YN3e732WefebxtrybzTo0bNwZQcUj9pKQkfPDBBzwAHtUpyZ83vTQF0AvOcw8H9JJl0EP/HxQlSGwcRsDfa3lsLI+N5bGxPDaWx8by2Jj8yfDhw93+ff/999fatms8mS8sLMRjjz2GlJQUBAQE4Nlnn8U///lPTJkyBa+99ho6duzo9SH1zYyvOMqxWq3o0qWL2PZ1dTcqfkXU89zpN8BxHLBd/DIZo5LuTGxcF9hYHhvLY2N5bCyPjeUZZf6h6xUXqW3XFwsWLBDbdo0PgPfcc89h/fr1GD58OCIjIzF+/Hjceuut2LhxI7766itkZmbi3nvvFRtofWWYZS4m5HA4sGPHDsHGQajR0TVM/q68fGdiY3lsLI+N5bGxPDaWx8by2NZ/1HgyL3lIfSIjsgTfAPeD3v2ZAljbApamdTUkIiIiIqJ6Qf/9M/NSF/LgaPYBAQE4fPgwYmNjAQANGjTA1q1bkZiYKDrA+srXR5Gk2qGevB+wZ6K6Sb0lLBmWkFvrdlBERERERNXw9TzE+fgt578Ai9DR7LWzpfj5oal+P9eq8TvzmqYhICDA9W+r1VrpCHxUGZe5yHE4HMjKyhJtbI14Gwi4wvkvVPzKWAEosFzytF9M5Ouis79jY3lsLI+N5bGxPDaWx8byDNNWV2QvVPMD4EkeUp/IWyEhIaLbVyzhsEYug16eAb30K0A/A1jjYQn5GxTbZaKPbSTSnYmN6wIby2NjeWwsj43lsTFR7ajxMvuRI0fWaIOSR+urT3y9vIWIiIiIiPyPr+chzsdv8cEk0WX2h0e9Uu/mWvv27cO6deuQl5cHTdPcvjZ58mSPt1fjd+Y5SfeOqp7ntGZ0UVRVRVZWFrp06QKbrcY/ypXouo7SXbsQ0rFjLY7OPGqrM1WPjeWxsTw2lsfG8thYHhvL4/zDmN5//3384x//QOPGjRETEwNF+eOjAoqiyE7myTvnPklUuxRFQURExEU3PrtlC46MGInmCxeg4TXX1NLozKO2OlP12FgeG8tjY3lsLI+N5bGxPMO01VGjszx7ve16ZurUqUhKSsIzzzxTa9us8QHwyDtWq9XXQzAtq9WKNm3aXHTj4q++rvjfr7+ujWGZTm11puqxsTw2lsfG8thYHhvLY2N5bGtMBQUFuPvuu2t1m5zMC+MyFzmqqiIjI+OiGusOh2sSf/rrNdCNcvRPA6mNznR+bCyPjeWxsTw2lsfG8thYnlHa8jzz7u6++26kpKTU6ja5zF6YxcLXS6RYLBbExcVdVOOz338PragIAOAoLETJDz+gQffutTVEU6iNznR+bCyPjeWxsTw2lsfG8thYHtsaU5s2bTBp0iRs3rwZnTp1cjvtOwA88cQTHm+zxkezJ8/4+iiSVDO5U5NQsGQJ4HAAVisihg1DzPPP+XpYRERERERe8fU8xPn4zedNhiVE6Gj2JaU48sjL9WquFR8fX+3XFEXBoUOHPN6mxy/bTJ8+HfPnz690+/z58zFjxgyPB2B2RlnmYkaqqmL9+vVeN9Y1DcVffVUxkQcAhwPFX30F/U+nifB3F9uZLoyN5bGxPDaWx8by2FgeG8tjW+PRdR1r167Fzp07kZ2dXenizUQe8GIy/95776F9+/aVbu/YsSPmzp3r0bamT5+O7t27IzQ0FFFRUbjjjjuwd+9et/uMGDECiqK4Xa6pwRHHly9fjoSEBAQFBSEhIQErVqyodJ85c+YgPj4ewcHB6Nq1KzZs2OD29ddeew3R0dGIjo7G7Nmz3b62ZcsWdO3aFY4LfMaay1zkWCwWtG7d2uvGpdu2wXHypNttjvx8lG7fXhvDM42L7UwXxsby2FgeG8tjY3lsLI+N5RmlLT8z/wdd19GuXTscO3asVrfr8Wfmc3Nz0bRp00q3N2nSBCdOnPBoW+np6XjsscfQvXt3qKqK559/HgMGDMCuXbvQsGFD1/1uvvlmt/PcBwYGnne7mzZtwtChQ/HKK6/gzjvvxIoVKzBkyBBs3LgRPXr0AAAsW7YM48aNw5w5c3Dttdfivffew8CBA7Fr1y40b94c27dvx+TJk/Hll19C13Xceuut6N+/PxITE2G32zFmzBjMmzfvgkeLNMovkxk5P3NVneKvvsKZdenVfr3s4EHAav3jnXkAsFqR+8pUBLVuXe33XdK3DxoNHOjVmOujC3Wmi8fG8thYHhvLY2N5bCyPjeVx/mE8FosFbdu2xcmTJ9G2bdta267Hk/lmzZrh22+/rbTm/9tvv0VsbKxH2/r6T6cCW7BgAaKiovD999+jd+/ertuDgoIQExNT4+0mJyejf//+mDhxIgBg4sSJSE9PR3JyMpYsWQIAmDVrFh5++GGMGjXK9T1r1qzBu+++i+nTp2P37t244oor0K9fPwDAFVdcgd27dyMxMRGvvvoqevfuje41OFAal7nIcS7T6t27N2y2yj/KZdnZKFq5suIfFgtQ1Tk3/7yywuFA6e7dKN292/12XQd+X34f0KJ5bQy/3rhQZ7p4bCyPjeWxsTw2lsfG8thYHucfxjRz5kw89dRTePfdd5GYmFgr2/T4ZZtRo0Zh3LhxWLBgAQ4fPozDhw9j/vz5GD9+PEaPHn1Rgyn6/ajikZGRbrevW7cOUVFRaNeuHUaPHo28vLzzbmfTpk0YMGCA22033XQTMjIyAADl5eX4/vvvK91nwIABrvt06tQJ+/btw5EjR3D48GHs27cPiYmJOHDgABYuXIipU6fWaJ+Ki4tRXFyMgoICFBQUoKysDA6Hw7U8X1VVt+va7xPG6q7b7Xa3687jFzqv67pe6ToAt+uaprldd/7CV3fd4XC4XXeOt7rrdbVPiqKgffv2sFgsVe5Tk0cfRdPXX4PeqBGgKNABaBYL4HBAc14HoFmt0H7/j4lms0FTlIr7KAq0ip2DFhgI/ZJLEDfrdUQ88ohfPU8AkJiYCE3TTLNPRnueLBYLEhISXI9vhn0y2vMEAB06dHD9vTDDPhntedI0DR07doTFYjHNPhntedJ1HYmJidB13TT7ZLTnyWKxoGPHjm4/1/V9n4z2PFksFrRv3x7K72+ymGGfjPY8Geb45rrwpZ65//77sXXrVlx55ZUICQlBZGSk28UbHk/mn376aTz88MN49NFH0apVK7Rq1QqPP/44nnjiCdc74d7QdR0TJkzAX/7yF7dXKgYOHIhPPvkEaWlpeP3115GZmYl+/fqhrKys2m3l5uYiOjra7bbo6Gjk5uYCAPLz8+FwOM57nw4dOmDatGno378/BgwYgOnTp6NDhw4YM2YMZs6ciTVr1iAxMRFdunTB+vXrqx1LfHw8wsLCXE/S9OnTsW3bNuzfvx8AkJWVhezsbADA1q1bkZOTAwDIyMhwfWxh/fr1yM/PBwCkpaWhsLAQAJCSkoLTp08DAFavXo3S0lKoqorVq1dDVVWUlpZi9erVAIDTp0+7zmtYWFiItLQ0Vwvn+E+cOOF6MSMnJwdbt24FAGRnZyMrKwsAsH//fmzbtg0AsHv3buz+/R1sX+zTb7/9hqysLFgslmr36bfOnfHrtCQEJ3RAcdercPzBBwAARb16InfI3QCAU9dfj7xBgyq+9+abkH/zTQCAvEGDcOr66wFFwa8PjYT1vblodMstfvc8nTp1ClFRUVi7dq1p9sloz5PFYkF+fr7rmCFm2CejPU/FxcVurc2wT0Z7ntauXYuAgABYLBbT7JPRnqe9e/ciKioKO3bsMM0+Ge15slgsUBQFGzduNM0+Ge15slgsyMrKwm+//WaafTLa87Rr1y6Q8SQnJ2PevHmYP38+5s6di9mzZ7tdvOH1qenOnDmD3bt3IyQkBG3btkVQUJBXA3B67LHHsGrVKmzcuBGXXXZZtfc7ceIEWrRogaVLl2Lw4MFV3icwMBCLFi3Cvffe67rtk08+wcMPP4zS0lIcP34ccXFxyMjIQM+ePV33SUpKwscff4w9e/ZUud2FCxdi5cqVmDt3Li6//HJkZmbi6NGjuO+++5Cdne3WwHlKhgMHDqBJkyauV8oaNGjgWlJktVqhqioURXFdt1gssFgs1V632+2wWq2u6zabDYqiuK4DFa8Ynns9ICAAuq67rmuaBofD4bquaRpsNlu1153vBjivO8de3fW62qfy8nKkpaXhhhtucI2hun2y6jp+eecdnPxwPiyOcmiKDbBYYLHboVmtgKLAoqqud+gtqgotMBDQNDQZ9TAixoyBJSDAL58nh8OBdevWoXfv3ggKCjLFPhntedI0Df/73//Qt29fBAcHm2KfjPY8lZWVYe3ata6/F2bYJ6M9TyUlJUhPT8cNN9wAAKbYJ6M9T3a7Henp6ejTpw8CzvlvUn3eJ6M9TwDwv//9D3369EFISIgp9sloz5PD4cD//vc/9OvXD4GBgabYJ6M9T3l5eYiOjvb5qemazZ0iemq6nDFT6tWp6SQY4jzzjz/+OD7//HOsX7/+vOffc2rbti1GjRqFZ555psqvN2/eHOPHj8f48eNdt82ePRvJyck4fPgwysvL0aBBA/znP//BnXfe6brP2LFj8eOPPyI9vfJB0/Lz83H11Vdj/fr1+OGHHzB16lTXK2RNmjRBWloaOnXq5Lq/84e4oKAA4eHhNU1BHtA0DYWFhQgPD6/RgT509TB+S70Jx18GHEUAtPMcBdNigTUiAnGvv46G1/SovUHXQ552Js+xsTw2lsfG8thYHhvLY2N5hYWFiIiI4GTeYI4cOXLerzdv7vlxuWp01InBgwdj4cKFaNSoUbXvhjt99tlnNX5wXdfx+OOPY8WKFVi3bl2NJvInT55ETk5OlUfUd+rZsydSU1PdJvMpKSno1asXgIp37rt27YrU1FS3yXxqaioG/b7c+s/GjRuH8ePH47LLLkNmZqbb5zCd715WhX+k5FgsFo8+X6KfXYIGXRSED9Jw8qMLn84i4t57/X4iD3jemTzHxvLYWB4by2NjeWwsj43lGWb+IfnZdp+/He25li1buo4VUZXq5pPnU6NnOiwszPXAjRo1QlhYWLUXTzz22GP417/+hcWLFyM0NBS5ubnIzc1FSUkJgIql/E8++SQ2bdqEn3/+GevWrcNtt92Gxo0bu03CH3zwQbfP648dOxYpKSmYMWMG9uzZgxkzZuCbb77BuHHjXPeZMGECPvjgA8yfPx+7d+/G+PHjceTIEYwZM6bSOFNTU7F//3489thjAICrr74ae/bswVdffeU6Pd3ll19e5T6eO+mn2mW327Fq1aqaN7Z/B8CB02sVVBzZ7jw0DcV/OtuCv/K4M3mMjeWxsTw2lsfG8thYHhvLY1tjysrKwg8//OC6bNmyBXPnzkW7du3wn//8x6tt+nSZfXWvTCxYsAAjRoxASUkJ7rjjDmRlZaGwsBBNmzbF9ddfj1deeQXNmjVz3b9v375o2bIlFi5c6Lrt008/xQsvvIBDhw6hdevWSEpKqrSqYM6cOZg5cyZOnDiBxMREzJ492+2UeABQUlKCzp07Y9myZejcubPr9g8++AAvvPACgoKCMGfOHPz1r391+z7n8pLCwkKPX+SgmtF1HadPn0ZoaOh5X+Vy0k4ORXl2FrLvt1b+okWvctl96zVfI7BFi9oYbr3laWfyHBvLY2N5bCyPjeWxsTw2lldUVITw8HDfL7OfI7zM/tH6tcy+OqtWrcKrr76KdevWefy9Hk/m+/Xrh88++6zS58CLi4txxx13uI7G6O+cP8Rm+AEzC/3MHOS/9ybyP8QfE3dFB3QFwe11lO5RAAV/LNuxWNBk/Dg0vshTLhIRERER1RVfz0M4mffM/v370blzZ9cZHjzh8Qcq1q1bh/Ly8kq3l5aWYsOGDR4PwOy4zEWO3W7HypUra9445G6cXmv5Y4m9VYcSDMROcaDFXA2xU3QoIcGA9fd37nUdxV99JTL2+sTjzuQxNpbHxvLYWB4by2NjeWwszzBtdUX2Us8UFxe7XYqKirBnzx5MmjQJbdu29WqbNToAHgDXOQyBinMXOs/HDlR8WP/rr79GXFycV4MwM+epKKj22Ww2DBgwoMaN1dxylB3QASiAoiP4ciB2soaAGCsAHY0GvYoG112Fo+MnoHT7dkDXUbZrN+zHjyMgNlZ0X4zM087kOTaWx8by2FgeG8tjY3lsLI9tjSk8PLzSR0t0XUezZs2wdOlSr7ZZ42e6c+fOUBQFiqKgX79+lb4eEhKCt956y6tBEHnLkz9WxampFVcU4NKHe+DSB+xQbA4gsDuUkHug2C5DQBzQcvEn+PWdd3By7nuAruN0aioihw8X2oP6gf9RkMfG8thYHhvLY2N5bCyPjf2DrldcpLZd36xdu9bt3xaLBU2aNEGbNm28/p2o8TL77OxsHDx4ELquY+vWrcjOznZdjh07huLiYjz00ENeDcLMVFX19RBMS1VVrF69usaNS3ftgrVxYzRfuAhRTy6CNXoxLJcugyX0SSi2y1z3U2w2RI0di+YLF8LauDFKdu6U2oV6wdPO5Dk2lsfG8thYHhvLY2N5bCyPbY1JURRce+216NOnD/r06YPrrrsO7du3BwCsX7/eu2368mj2Zsaj2cvTdR2qqsJms9XsaPa//QZYLLCEhNT4MbSSEkDTYGnY8GKGWq952pk8x8by2FgeG8tjY3lsLI+N5RnlaPaXvfWS6AHwjj7+Yr06AJ7VasWJEycQFRXldvvJkycRFRUld575P/v4449x7bXXIjY2FocPHwYAzJ49GytXrvRmc0Re8+SVR0vDhh5N5AHAEhLi1xN5J77CK4+N5bGxPDaWx8by2FgeG5M/0nW9yhewTp48iYZezjc8nsy/++67mDBhAm655RYUFha6XkGIiIhAcnKyV4MwM/6xkqOqKlJSUthYGDvLY2N5bCyPjeWxsTw2lsfG8gzTlkezBwAMHjwYgwcPhqIoGDFihOvfgwcPxqBBg3DTTTehV69eXm3b42X2CQkJmDZtGu644w6Ehobip59+QqtWrbBjxw707dsX+fn5Xg3EbHx9fkciIiIiIvI/vp6HuJbZv/my7DL7JybXi7nWyJEjAQCLFi3CkCFDEHLOSuHAwEC0bNkSo0ePRuPGjT3etseHzcvOzkaXLl0q3R4UFOTVie7NjockkKPrOk6fPo3Q0FB+5koQO8tjY3lsLI+N5bGxPDaWx8byjDL/UPSKi9S264sFCxYAAFq2bIknn3zS6yX1VfF4mX18fDx+/PHHSrd/9dVXSEhIqI0xmYphlrmYkKqq2LBhAxsLY2d5bCyPjeWxsTw2lsfG8thYHtsa04svvoigoCB88803eO+993D69GkAwPHjx3HmzBmvtunxMvsFCxZg0qRJeP311/Hwww/jgw8+wMGDBzF9+nR88MEHuOeee7waiNn4enkLERERERH5H1/PQ5yP3yxZdpl9zrj6scze6fDhw7j55ptx5MgRlJWVYd++fWjVqhXGjRuH0tJSzJ071+NterzMfuTIkVBVFU8//TTOnj2LYcOGIS4uDm+88QYn8lXQNM3XQzAtTdNQWFiI8PBwWCxenZiBaoCd5bGxPDaWx8by2FgeG8tjY3mcfxjT2LFj0a1bN/z000+49NJLXbffeeedGDVqlFfb9Oo3aPTo0Th8+DDy8vKQm5uLnJwcPPzww14NwOy8OV8g1YzD4UBmZiYbC2NneWwsj43lsbE8NpbHxvLYWJ5h2vJo9m42btyIF154AYGBgW63t2jRAseOHfNqmx6/M38ub464528CAgJ8PQTTCggIwE033eTrYZgeO8tjY3lsLI+N5bGxPDaWx8byOP8wJk3Tqnyh5ejRowgNDfVqmx6/M3/y5Ek89thjSEhIQOPGjREZGel2IXdc5iJH0zTk5eWxsTB2lsfG8thYHhvLY2N5bCyPjeUZpq0ufKln+vfvj+TkZNe/FUXBmTNn8OKLL+KWW27xapseT+bvv/9+pKamYvjw4Xjttdcwe/Zstwu5M8wvkwlpmoYdO3awsTB2lsfG8thYHhvLY2N5bCyPjeWxrTtVVfHCCy8gPj4eISEhaNWqFV5++WW3TrquY8qUKYiNjUVISAj69u2LnTt31uo4Zs+ejfT0dCQkJKC0tBTDhg1Dy5YtcezYMcyYMcOrbXp8NPvQ0FBs3LgRV155pVcP6C98fRRJIiIiIiLyP76eh7iOZj/rFdmj2U+YVKN9TEpKwuzZs7Fo0SJ07NgR3333HUaOHImpU6di7NixAIAZM2YgKSkJCxcuRLt27TB16lSsX78ee/fu9XoJfFVKSkqwZMkS/PDDD9A0DVdddRXuu+8+hISEeLU9j9+Zb9++PUpKSrx6MH/EV8bkaJqGY8eOsbEwdpbHxvLYWB4by2NjeWwsj43lGaatQZbZb9q0CYMGDcJf//pXtGzZEn/7298wYMAAfPfddxXD1HUkJyfj+eefx+DBg5GYmIhFixbh7NmzWLx48cVWcBMSEoKHHnoIb7/9NubMmYNRo0ahsLAQ//znP73anseT+Tlz5uD5559Heno6Tp48ieLiYrcLuTPML5MJaZqGgwcPsrEwdpbHxvLYWB4by2NjeWwsj43l+VPbP89Fy8rKKt3nL3/5C/73v/9h3759AICffvoJGzdudH1OPTs7G7m5uRgwYIDre4KCgtCnTx9kZGTUyjh37dqFd955B/PmzUNhYSEAID8/H+PHj0erVq2Qlpbm1XY9Ppp9eHg4ioqK0K9fP7fbdV2HoijGORWCQdhsF3XCADoPm82G3r17+3oYpsfO8thYHhvLY2N5bCyPjeWxsTzDzD8kD1T3+3abNWvmdvOLL76IKVOmuN32zDPPoKioCO3bt4fVaoXD4UBSUhLuvfdeAEBubi4AIDo62u37oqOjcfjw4Yse6pdffom77roLdrsdADBz5ky8//77GDJkCBITE/Gf//wHt956q1fb9viZvu+++xAYGIjFixcjOjoailL/zvFXl/zplbG6pmkacnJy0KxZM1gsHi8yoRpiZ3lsLI+N5bGxPDaWx8by2FieP80/cnJy3D4zHxQUVOk+y5Ytw7/+9S8sXrwYHTt2xI8//ohx48YhNjYWw4cPd93vz/Na55vVFyspKQljxoxBUlIS5s2bhyeffBJjxozB8uXLL/qFLY8n8zt27EBWVhYuv/zyi3pgf+FPv0x1zfmZq7i4OP7HQBA7y2NjeWwsj43lsbE8NpbHxvIMM//QlYqL1LYBNGrU6IIHwHvqqafw7LPP4p577gEAdOrUCYcPH8b06dMxfPhwxMTEAKh4h75p06au78vLy6v0br03du/ejUWLFuGSSy7BE088gaeffhrJycm1skLF49+gbt26IScn56If2F8YZpmLCdlsNvTq1QvQtuO3gvEozuuH4ryBKD2dDM3xq6+HZxrOzvxZlsPG8thYHhvLY2N5bCyPjeWxrbuzZ89WeuHIarW6XvSIj49HTEwMUlNTXV8vLy9Henp6xVzjIhUXFyM8PBxAxXMTEhKCdu3aXfR2AS/emX/88ccxduxYPPXUU+jUqRMCAgLcvn7FFVfUysDMgscQkONwOLB/zyJEhb0Ci0UHUNG69PQulJ55D5dcuhi2wC6+HaQJOBwOZGdnIz4+Hlar1dfDMSU2lsfG8thYHhvLY2N5bCzPKPMPRa+4SG27pm677TYkJSWhefPm6NixI7KysjBr1iw89NBDFdtSFIwbNw7Tpk1D27Zt0bZtW0ybNg0NGjTAsGHDamW8u3btcn02X9d17N27F7/99pvbfbyZR3s8mR86dCgAuHYeqAjAA+BVTdeljvpA9pJUnDx5GE0aKQDUc76iAfpZ/HbyQTSK3gzF0tBXQzQFXddRUFCAli1b+noopsXG8thYHhvLY2N5bCyPjeVx/uHurbfewqRJk/Doo48iLy8PsbGx+Pvf/47Jkye77vP000+jpKQEjz76KAoKCtCjRw+kpKTU2jnmb7jhBrfnxXnAu4udRyu6h8/2hY7o16JFC48HYUbFxcUICwtDUVHRBT/HQd45nX8XHOXfAaj+c0EhYf+HoIb31d2giIiIiIh8yNfzEOfjN58xFZaQYJHH0EpKceSZF+rFXKumR8T3Zh7t8TvznKx7hisVZOi6A/bSLBw5cTOaN02BxaJWcS8L1LJvOZm/SA6HA/v370fbtm25HE4IG8tjY3lsLI+N5bGxPDaWx/mHsUjOn706OsK+ffuwbt065OXlVTpa4rnLFYgk6VBQVh4OHec7SiaXGdWGkpISXw/B9NhYHhvLY2N5bCyPjeWxMVHt8HiZ/fvvv49//OMfaNy4MWJiYtzOvacoCn744YdaH2R95OvlLf7g9K+3wWHfhuqX2SsICXsZQQ1H1OGoiIiIiIh8x9fzEC6zrzsen5pu6tSpSEpKQm5uLn788UdkZWW5LpzIV8ZlLnJsIaNx4Mgd0LSqFphYAKUhAkPuqvNxmY3D4cCOHTv4syyIjeWxsTw2lsfG8thYHhvLM0pbBX8c0b7WL77eOYPweDJfUFCAu+++W2IsRB4JCL4FtoBOv//r3M9cWQEEomHkfCiW2jkCJRERERERkZF4PJm/++67kZKSIjEWU+KBPeTYbDZ07joKoU0+hi34RiiWGFisLRF0ySNoFLUWAUE9fT1EU7BarUhMTOTPsiA2lsfG8thYHhvLY2N5bCzPMG11RfZCNTsA3ptvvum63qZNG0yaNAmbN29Gp06dEBAQ4HbfJ554onZHWM8ZZZmLGTkcDmzbtg1XXNETl0T+xdfDMa0/Ol9hnP84mAwby2NjeWwsj43lsbE8NpbH+YdxdOnSxe0Yc+fjzUfWazSZnz17ttu/L7nkEqSnpyM9Pd3tdkVROJmnOhUSEuLrIfgFdpbHxvLYWB4by2NjeWwsj439hA65E0vVkxNW3XHHHa7rpaWlmDNnDhISEtCzZ8UK4s2bN2Pnzp149NFHvdq+x0ezp5rx9VEkiYiIiIjI//h6HuJ8/BbTk2AJFjqafWkpDk98vl7NtUaNGoWmTZvilVdecbv9xRdfRE5ODubPn+/xNj3+zPzLL7+Ms2fPVrq9pKQEL7/8sscDMDtVVX09BNNSVRWZmZlsLIyd5bGxPDaWx8by2FgeG8tjY3mGaasLX+qZ//znP3jwwQcr3X7//fdj+fLlXm3T48n8Sy+9hDNnzlS6/ezZs3jppZe8GoSZ1fQzEuQ5RVEQERHBxsLYWR4by2NjeWwsj43lsbE8NpbHtsYUEhKCjRs3Vrp948aNCPZyBUONPjN/Ll3Xq/wB+emnnxAZGenVIMyMB/aQY7Va0aZNG18Pw/TYWR4by2NjeWwsj43lsbE8NpZnlPmH85zwUtuub8aNG4d//OMf+P7773HNNdcAqPjM/Pz58zF58mSvtlnjd+YjIiIQGRkJRVHQrl07REZGui5hYWHo378/hgwZ4tUgzMwwy1xMSFVVZGRksLEwdpbHxvLYWB4by2NjeWwsj43lsa0xPfvss/joo4+QlZWFJ554Ak888QSysrKwcOFCPPvss15ts8bvzCcnJ0PXdTz00EN46aWXEBYW5vpaYGAgWrZs6ToqH/3BYvH4kwxUQxaLBXFxcWwsjJ3lsbE8NpbHxvLYWB4by2NjeYZpy6PZVzJkyJBafQO8xpP54cOHAwDi4+PRq1evSueXp6oZ5pfJhCwWC1q0aOHrYZgeO8tjY3lsLI+N5bGxPDaWx8byOP8wrsLCQnz66ac4dOgQnnzySURGRuKHH35AdHQ04uLiPN5ejZ7p4uJi1/UuXbqgpKQExcXFVV7IHZe5yFFVFevXr2djYewsj43lsbE8NpbHxvLYWB4by2NbY9q2bRvatWuHGTNm4NVXX0VhYSEAYMWKFZg4caJX26zRZD4iIgJ5eXkAgPDwcERERFS6OG8nd3xlTI7FYkHr1q3ZWBg7y2NjeWwsj43lsbE8NpbHxvIM05anpnMzYcIEjBgxAvv373c7ev3AgQOxfv16r7ZZo2X2aWlpriPVr1271qsH8leG+WUyIednrkgWO8tjY3lsLI+N5bGxPDaWx8byOP8wpszMTLz33nuVbo+Li0Nubq5X26zRM92nTx/YbDaoqop169ahVatW6NOnT5UXcsdlLnJUVUVaWhobC2NneWwsj43lsbE8NpbHxvLYWJ5R2jpPTSd1qW+Cg4Or/Fj63r170aRJE6+26dHLNjabDa+99hocDodXD+aP+MqYHIvFgsTERDYWxs7y2FgeG8tjY3lsLI+N5bGxPLY1pkGDBuHll1+G3W4HACiKgiNHjuDZZ5/FXXfd5dU2PX6mb7jhBqxbt86rB/NH/GWSY7FYEBUVxcbC2FkeG8tjY3lsLI+N5bGxPDaWZ5i2uiJ7qWdee+01/Prrr4iKikJJSQn69OmDNm3aIDQ0FElJSV5ts8anpnMaOHAgJk6ciB07dqBr165o2LCh29dvv/12rwZiVs5XXqj22e12pKWloV+/fjxVoiB2lsfG8thYHhvLY2N5bCyPjeVx/mFMjRo1wsaNG5GWloYffvgBmqbhqquuwo033uj1NhVd1z36xMH5XulRFIVL8H9XXFyMsLAwFBQUIDw83NfDMSVN01BYWIjw8HDjvAJpQuwsj43lsbE8NpbHxvLYWB4byyssLERERASKiorQqFGjOn985zwofso0WM45antt0kpLkT3lOZ/tozc++ugjDB06FEFBQW63l5eXY+nSpXjwwQc93qbHv0GaplV74US+Mv6RkmOxWBAZGcnGwthZHhvLY2N5bCyPjeWxsTw2lse2xjRy5EgUFRVVuv306dMYOXKkV9ustWf65MmTSE5Orq3NmQaXucix2+1YtWoVGwtjZ3lsLI+N5bGxPDaWx8by2FieUdryaPbudF2HolT+rP/Ro0cRFhbm1TY9/sz8nweUkpKCDz/8ECtXrkSjRo0wbty4i9mk6dhsF5WYzsNms+G6665jY2HsLI+N5bGxPDaWx8by2FgeG8tjW2Pp0qULFEWBoii44YYb3J4fh8OB7Oxs3HzzzV5t26tn+ueff8b8+fOxcOFCHDt2DPfddx9WrVqF66+/3qtBmFlVr75Q7VAUpd58RqY+Y2d5bCyPjeWxsTw2lsfG8thYnmHmH/rvF6lt1xN33HEHAODHH3/ETTfdhEsuucT1tcDAQLRs2dLrU9PVeDJfVlaGzz77DB988AEyMjIwcOBAzJo1C/feey+effZZJCQkeDUAszPKMhczstvtWL16NW655RYeDVUQO8tjY3lsLI+N5bGxPDaWx8byOP8wlhdffBEA0LJlS9xzzz2VDoB3MWp8NPvGjRsjISEB999/P+6++25EREQAAAICAvDTTz9xMv8nzqM4FhYWev0ZCDo/XddRWlqK4OBg47wCaULsLI+N5bGxPDaWx8by2FgeG8srKipCeHi4z49m32rSNFiFjmbvKC3FoVfq19Hsc3JyoCgKLrvsMgDA1q1bsXjxYiQkJOCRRx7xaps1PgCew+FwrfW3Wq1ePRhRbeNnguoGO8tjY3lsLI+N5bGxPDaWx8bkj4YNG4a1a9cCAHJzc3HjjTdi69ateO655/Dyyy97tc0aT+ZPnDiBRx55BEuWLEFMTAzuuusurFixgq+oXYCqqr4egmmpqorVq1ezsTB2lsfG8thYHhvLY2N5bCyPjeUZpq0ufKlnduzYgauvvhoA8O9//xudOnVCRkYGFi9ejIULF3q1zRovsz/XwYMHsWDBAixatAjHjh3DvffeixEjRqBfv3581/53XGYvT9d1qKoKm83GF5UEsbM8NpbHxvLYWB4by2NjeWwszzDL7F8QXmY/tX4ts7/kkkuwY8cOtGzZErfffjuuvfZaPPPMMzhy5Aguv/xylJSUeLxNr84z37p1a0ydOhWHDx/GqlWrUFZWhltvvRXR0dHebI7Ia4Z55dHk2FkeG8tjY3lsLI+N5bGxPDb2E3xn3k3Hjh0xd+5cbNiwAampqa7T0R0/fhyXXnqpV9v0ajLv+maLBQMHDsSnn36Ko0eP4rnnnruYzZkS/1jJUVUVKSkpbCyMneWxsTw2lsfG8thYHhvLY2N5bGtMM2bMwHvvvYe+ffvi3nvvxZVXXgkA+OKLL1zL7z3l1TJ7ujDn8pL6tPSDiIiIiIjqN1/PQ5yP3/o52WX2B6fVr2X2QMVB5YuLi11nhgOAn3/+GQ0aNEBUVJTH27uod+bpwvhaiRxd11FcXMzGwthZHhvLY2N5bCyPjeWxsTw2lse2xmW1Wt0m8kDF+ee9mcgDnMyL4zIXOaqqYsOGDWwsjJ3lsbE8NpbHxvLYWB4by2NjeWxrTPHx8WjVqlW1F29wmb0QXy9vISIiIiIi/+PreQiX2VftjTfecPu33W5HVlYWvv76azz11FN49tlnPd6mrbYGR1XTNM3XQzAtTdNQWFiI8PBwWCxcZCKFneWxsTw2lsfG8thYHhvLY2N5hpl/SB51vh6+HT127Ngqb3/nnXfw3XffebXNGv0GTZgwocYXT0yfPh3du3dHaGgooqKicMcdd2Dv3r1u99F1HVOmTEFsbCxCQkLQt29f7Ny584LbXr58ORISEhAUFISEhASsWLGi0n3mzJmD+Ph4BAcHo2vXrtiwYYPb11977TVER0cjOjoas2fPdvvali1b0LVrVzgcjvOO40JfJ+85HA5kZmaysTB2lsfG8thYHhvLY2N5bCyPjeWxbf0ycOBALF++3KvvrdEy++uvv97t399//z0cDgcuv/xyAMC+fftgtVrRtWtXpKWl1fjBb775Ztxzzz3o3r07VFXF888/j+3bt2PXrl1o2LAhgIpD+CclJWHhwoVo164dpk6divXr12Pv3r0IDQ2tcrubNm3Cddddh1deeQV33nknVqxYgcmTJ2Pjxo3o0aMHAGDZsmV44IEHMGfOHFx77bV477338MEHH2DXrl1o3rw5tm/fjh49euDLL7+Eruu49dZbkZmZicTERNjtdlx99dWYN28eunfvXuUYfL28hYiIiIiI/I+v5yGuZfYThZfZT69fy+yrM3PmTMyZMwc///yzx9/r8WfmZ82ahXXr1mHRokWuI/EVFBRg5MiRuO666/D//t//83gQTr/++iuioqKQnp6O3r17Q9d1xMbGYty4cXjmmWcAAGVlZYiOjsaMGTPw97//vcrtDB06FMXFxfjqq69ct918882IiIjAkiVLAAA9evTAVVddhXfffdd1nw4dOuCOO+7A9OnT8e9//xuzZs3C5s2bXfd/8skncffdd2PatGn45ZdfKn3u4VzOH+KCggKEh4d73YSqp2ka8vPz0bhxYy7TEsTO8thYHhvLY2N5bCyPjeWxsbzCwkJERET4fDLf5lnZyfyB/6tfk/kuXbpAURTXv3VdR25uLn799VfMmTMHjzzyiMfb9Pg36PXXX8f06dPdDqkfERGBqVOn4vXXX/d4AOcqKioCAERGRgIAsrOzkZubiwEDBrjuExQUhD59+iAjI6Pa7WzatMntewDgpptucn1PeXk5vv/++0r3GTBggOs+nTp1wr59+3DkyBEcPnwY+/btQ2JiIg4cOICFCxdi6tSpNdqnU6dOobi4GAUFBSgoKEBZWRkcDodr+Yuqqm7XnZ9xqe663W53u+58LcZ5Xdf1StcBuF3XNM3tuvOIl9Vddzgcbted463uel3tk8PhwPbt26Fpmmn2yYjPk6qq2LFjB8rLy02zT0Z7njRNw/bt291+tuv7PhnteVJV1e3vhRn2yWjPU3l5uauxWfbJaM+T3W7Hjh07YLfbTbNPRnuenH+Py8vLTbNPRnuenI2d32uGfTLa8+TcHhnLHXfcgUGDBrkugwcPxosvvogdO3Z4NZEHvJjMFxcX45dffql0e15eHk6fPu3VIICKH+oJEybgL3/5CxITEwEAubm5AIDo6Gi3+0ZHR7u+VpXc3Nzzfk9+fj4cDsd579OhQwdMmzYN/fv3x4ABAzB9+nR06NABY8aMwcyZM7FmzRokJiaiS5cuWL9+fbVjad26NcLCwhAZGYnIyEhMnz4d27Ztw/79+wEAWVlZyM7OBgBs3boVOTk5AICMjAycOHECALB+/Xrk5+cDANLS0lBYWAgASElJcTVfvXo1SktLoaoqVq9eDVVVUVpaitWrVwMATp8+jZSUFAAVr9Y5Pw6Rn5/vGv+JEydcL2bk5ORg69atACpeVMnKygIA7N+/H9u2bQMA7N69G7t37waAWt+n39RfsXr1avxanF3tPpWUlKC0tBQ2m61e7FN9fZ4KCwvRr18/pKenm2afjPY82Ww2REdHu/bDDPtktOfpzJkzUFUVNpvNNPtktOcpPT0dXbp0gc1mM80+Ge152r9/P/r164ddu3aZZp+M9jzZbDZ06tTJtR9m2CejPU82mw2lpaUoKSkxzT4Z7Xnas2cPDEMXutRDL774ottl0qRJGDNmDNq3b+/1Nj1eZv/ggw8iPT0dr7/+Oq655hoAwObNm/HUU0+hd+/eWLRokVcDeeyxx7Bq1Sps3LgRl112GYCKX5xrr70Wx48fR9OmTV33HT16NHJycvD1119Xua3AwEAsWrQI9957r+u2Tz75BA8//DBKS0tx/PhxxMXFISMjAz179nTdJykpCR9//HG1vwALFy7EypUrMXfuXFx++eXIzMzE0aNHcd999yE7OxtBQUGu+zqXl2RnZyMyMtL1SlmDBg1gs1WcRMBqtUJVVSiK4rpusVhgsViqvW6322G1Wl3XbTYbFEVxXQfg+j+szusBAQHQdd11XdM0OBwO13VN02Cz2aq97nA4oOu667pz7NVdv5h9+vW3fcg6NQcnSrcCjkDAUo6IoMvRJWIMLgu92m2fHA4Hjh075vp5Meo+1ffnCQB++eUXNGnSBDabzRT7ZLTnSVEUHDt2DDExMa6f7fq+T0Z7nlRVxfHjx11/L8ywT0Z7nsrLy5GXl4fY2Fg4HA5T7JPRnidN05CXl4eoqChYLBZT7JPRnier1Yrjx48jKioKgYGBptgnoz1PAHD06FHExcXBarWaYp+M9jydPHkSjRs3NsYy+yChZfZl9WOZfXFxsWt8xcXF573vufPEmvL41HRz587Fk08+ifvvv9+1hMNms+Hhhx/Gq6++6unmAACPP/44vvjiC6xfv971f7QAICYmBkDFO+3nTubz8vIqvat+rpiYmErv3J/7PY0bN4bVaj3vff4sPz8fL7/8MtavX48tW7agXbt2aNu2Ldq2bQu73Y59+/ahU6dOlb6vUaNG5/0BO/cJq8n1gIAAr64riuK67vwDVNPrzj+8Nb3u7T6dKjuAlBP/gEMv+32jFUvcCsr3Ie2X/4frLdPR/JLrXPfXdR0///wzYmNjXZNMo+2Tp9eN+DypqoqDBw8iOjra9Vj1fZ9qOva62idVVZGdne36O2eGfTrfdV/sEwCP/l7Uh30y2vNksVhw6NAh14tSZtgnoz1Puq67/h47v1bf96mq677cJ1VVXT/HZtmnml6vq31SVdX199gs++Tpdel9Ovdz2T7FU9MhIiICJ06cQFRUFMLDw8/73CiKgrZt22LOnDmVDkBfHY8n8w0aNMCcOXPw6quv4uDBg9B1HW3atHEdfd4Tuq7j8ccfx4oVK7Bu3TrEx8e7fT0+Ph4xMTFITU1Fly5dAFR8Ji89PR0zZsyodrs9e/ZEamoqxo8f77otJSUFvXr1AlDxzn3Xrl2RmpqKO++803Wf1NRUDBo0qMptjhs3DuPHj8dll12GzMxMt8+iqOofn6/5M09fXfFnW3+dDYdeBh1/PjdmxW/rprwZuKxhT1iUiqY2mw29e/eu41H6H3aWx8by2FgeG8tjY3lsLI+N5XH+YRxpaWmu48GtXbv2vPctKyvD559/jn/84x81/qiE18/0iRMncOLECfTu3RshISHQdd3jV4Eee+wxLF68GCtXrkRoaKjrnfKwsDCEhIRAURSMGzcO06ZNc70LPm3aNDRo0ADDhg1zbefBBx9EXFwcpk+fDgAYO3YsevfujRkzZmDQoEFYuXIlvvnmG2zcuNH1PRMmTMADDzyAbt26oWfPnpg3bx6OHDmCMWPGVBpnamoq9u/fj48++ggAcPXVV2PPnj346quvkJOTA6vV6jpN3585D4pB53fafgy/lGSd5x46Sh2ncOy3zWh2yV8AVLTNyclBs2bNXK9WUu1jZ3lsLI+N5bGxPDaWx8by2FieUeYfil5xkdp2fdCnT58qr1enc+fOruMj1ITHk/mTJ09iyJAhWLt2LRRFwf79+9GqVSuMGjUK4eHhHh3R3nlauL59+7rdvmDBAowYMQIA8PTTT6OkpASPPvooCgoK0KNHD6SkpLidY/7IkSNufwx69eqFpUuX4oUXXsCkSZPQunVrLFu2zHWOeaDi9HUnT57Eyy+/jBMnTiAxMRGrV69GixYt3MZSUlKCf/7zn1i2bJnrMeLi4vDWW29h5MiRCAoKwqJFixASElLlPhrll8nozthP1OBeCk7bj7n+pWkajh07hri4OP7HQBA7y2NjeWwsj43lsbE8NpbHxvI4/zCOC31O/lyNGjVCVFQUvvvuuxp/j1cHwMvLy8MHH3yADh064KeffkKrVq2QkpKC8ePHY+fOnZ5szrScB34w+kEZjOJk6V58mTPygvf7S/QktG40sA5GRERERERU//h6HuJ8/LZPyR4Ab/+rxj8AnsViqfHq9eo+tn3e7Xv6DSkpKZgxY4bbgeoAoG3btjh8+LDHAzA7b54UfxQZ1A6hAXHnvY9FCUSzhn9x/dvhcODAgQNsLIyd5bGxPDaWx8by2FgeG8tjY3lsaxxr165FWloa0tLSMH/+fERFReHpp5/GihUrsGLFCjz99NOIjo7G/Pnzvdq+x5P53377DQ0aNKh0e35+vtup2aiChwsf/JaiKLjq0n+c9z6dIh5AoPWPj1fouo6CggI2FsbO8thYHhvLY2N5bCyPjeWxsTyjtHV+Zl7qUh/06dPHdfnoo48wa9YsTJ8+Hbfffjtuv/12TJ8+Ha+99hoWLFjg1fY9nsz37t3bdSA4oGISpmkaXn311RofQt+f8GiSNdcytB+ujX4eNqXixSIFFafYsMCGKyJH4srIh9zub7PZ0L17dzYWxs7y2FgeG8tjY3lsLI+N5bGxPLY1pk2bNqFbt26Vbu/WrZtHB707l8fP9Kuvvoq+ffviu+++Q3l5OZ5++mns3LkTp06dwrfffuvVIMyMy1w806bRX9Hykhtw5Ew6zqi5CLaGofkl1yPYGlbpvg6HA/v370fbtm3dzq1JtYud5bGxPDaWx8by2FgeG8tjY3mGmX/wPPNumjVrhrlz51Y6YPx7772HZs2aebVNjyfzCQkJ2LZtG959911YrVb89ttvGDx4MB577DE0bdrUq0EQnctmCUarRjfV6L4lJSXCoyGAnesCG8tjY3lsLI+N5bGxPDYmfzR79mzcddddWLNmDa655hoAwObNm3Hw4EEsX77cq216fDT7I0eOoFmzZlUele/IkSNo3ry5VwMxG18fRZKIiIiIiPyPr+chzsdvN0H2aPb7Zhn/aPZ/dvToUbz77rvYvXs3dF1HQkICxowZ4/U78x5/Zj4+Ph6//vprpdtPnjyJ+Ph4rwZhZoZZ5mJCDocDO3bsYGNh7CyPjeWxsTw2lsfG8thYHhvLY1vjuuyyy5CUlITPPvsMK1asQFJSEho0aIDk5GSvtufxZF7X9SrflT9z5gyCg2VeeSEiIiIiIqL6g0ezr56u61izZg2GDBmC2NhYJCUlebWdGn9mfsKECQAqjl4/adIkt9PTORwObNmyBZ07d/ZqEGbGA3vIsVqtSExM9PUwTI+d5bGxPDaWx8by2FgeG8tjY3mcfxjXzz//jPnz52PhwoU4duwYhg0bhlWrVnl9VrgavzOflZWFrKws6LqO7du3u/6dlZWFPXv24Morr8TChQu9GoSZcZmLHIfDgaysLDYWxs7y2FgeG8tjY3lsLI+N5bGxPMO01YUv9URZWRmWLFmCG264AR06dMCOHTswa9YsWCwWTJw4ETfeeKPXL8DU+J35tWvXAgBGjhyJN954o14daIDMKyQkxNdD8AvsLI+N5bGxPDaWx8by2FgeG5M/iYuLQ0JCAu6//358+umniIiIAADce++9F71tj09Nl5ycDFVVK91+6tQp2Gw2TvL/hMtc5FitVrRv397XwzA9dpbHxvLYWB4by2NjeWwsj43lGWb+wfPMA6hYKaEoChRFqfXnxuMD4N1zzz1YunRppdv//e9/45577qmVQZlJVS98UO1QVRWZmZlsLIyd5bGxPDaWx8by2FgeG8tjY3lsaywnTpzAI488giVLliAmJgZ33XUXVqxYUeVB5T3l8WR+y5YtVX5Av2/fvtiyZctFD8hsauNJoqopioKIiAg2FsbO8thYHhvLY2N5bCyPjeWxsTyjtOXR7CsEBwfjvvvuQ1paGrZv344OHTrgiSeegKqqSEpKQmpqqtfHOfB4Ml9WVlblqz12ux0lJSVeDcLMDLPMxYSsVivatGnDxsLYWR4by2NjeWwsj43lsbE8NpbHtsbVunVrTJ06FYcPH8aqVatQVlaGW2+9FdHR0V5tz+PJfPfu3TFv3rxKt8+dOxddu3b1ahBmxmUuclRVRUZGBhsLY2d5bCyPjeWxsTw2lsfG8thYnmHaGuho9i1btnR9bv3cy2OPPVYxVF3HlClTEBsbi5CQEPTt2xc7d+68mL0/L4vFgoEDB+LTTz/F0aNH8dxzz3m1HY8PgJeUlIQbb7wRP/30E2644QYAwP/+9z9kZmYiJSXFq0GYmcXi8eslVEMWiwVxcXFsLIyd5bGxPDaWx8by2FgeG8tjY3lsW1lmZqbbUvYdO3agf//+uPvuuwEAM2fOxKxZs7Bw4UK0a9cOU6dORf/+/bF3716EhoaKjq1JkyaYMGGCV9+r6Lru8ScOfvzxR8ycORM//fQTQkJCcMUVV2DixIlo27atV4Mwo+LiYoSFhaGoqIhH+CciIiIiojrh63mI8/HbPz4N1qBgkcdwlJViz1vPeb2P48aNw5dffon9+/cDAGJjYzFu3Dg888wzACo+Wh4dHY0ZM2bg73//e62OvTZ59bJN586dsXjxYuzcuRPfffcd5s+fz4l8NQyzzMWEVFXF+vXr2VgYO8tjY3lsLI+N5bGxPDaWx8byjNK2Lg6AV1xc7HYpKyu74LjKy8vxr3/9Cw899BAURUF2djZyc3MxYMAA132CgoLQp08fZGRkSOWpFV5N5g8ePIgXXngBw4YNQ15eHgDg66+/Fv1cQX3FZS5yLBYLWrduzcbC2FkeG8tjY3lsLI+N5bGxPDaW509tmzVrhrCwMNdl+vTpF/yezz//HIWFhRgxYgQAIDc3FwAqHYQuOjra9TWj8viZTk9PR6dOnbBlyxYsX74cZ86cAQBs27YNL774Yq0PsL7zp1+musbPXNUNdpbHxvLYWB4by2NjeWwsj43lGaZtHRwALycnB0VFRa7LxIkTLzisDz/8EAMHDkRsbKzb7X8+pZ+u67V6mr9t27ZV+7XPP//cq216/Ew/++yzmDp1KlJTUxEYGOi6/frrr8emTZu8GoSZGWWZixmpqoq0tDQ2FsbO8thYHhvLY2N5bCyPjeWxsTx/atuoUSO3S1BQ0Hnvf/jwYXzzzTcYNWqU67aYmBgAqPQufF5entenjKvKTTfdhEOHDlW6ffny5bjvvvu82qbHk/nt27fjzjvvrHR7kyZNcPLkSa8GYWaGeWXMhCwWCxITE9lYGDvLY2N5bCyPjeWxsTw2lsfG8gzT1kCnpnNasGABoqKi8Ne//tV1W3x8PGJiYpCamuq6rby8HOnp6ejVq5d3D1SFf/zjH7jhhhtw4sQJ123Lli3Dgw8+iIULF3q1TY9PTRceHo4TJ04gPj7e7fasrCzExcV5NQgzM8wvkwlZLBZERUX5ehimx87y2FgeG8tjY3lsLI+N5bGxPM4/qqZpGhYsWIDhw4fDZvtjGqwoCsaNG4dp06ahbdu2aNu2LaZNm4YGDRpg2LBhtfb4kydPxsmTJ3HjjTdiw4YN+PrrrzFq1Ch8/PHHuOuuu7zapsfP9LBhw/DMM88gNzcXiqJA0zR8++23ePLJJ/Hggw96NQgzs9vtvh6CadntdqxZs4aNhbGzPDaWx8by2FgeG8tjY3lsLM8obRXhi6e++eYbHDlyBA899FClrz399NMYN24cHn30UXTr1g3Hjh1DSkpKrZ9j/o033sBVV12Fa665BqNHj8aSJUu8nsgDXpxn3m63Y8SIEVi6dCl0XYfNZoPD4cCwYcOwcOFCWK1WrwdjJs7zKxYUFCA8PNzXwzElTdNQWFiI8PBwvgIpiJ3lsbE8NpbHxvLYWB4by2NjeYWFhYiIiPD5eeYTHpU9z/yuOd6fZ76ufPHFF5Vus9vtGD9+PAYMGIDbb7/ddfu512vK48m808GDB5GVlQVN09ClSxeeZ/5PnD/ERv8BIyIiIiIi8/D1PMQ1mf+H8GT+XeNP5mv6gpWiKHA4HJ5v3+Pv+F3r1q1x11134e677+ZE/jyMsszFjOx2O1atWsXGwthZHhvLY2N5bCyPjeWxsTw2lse2xqFpWo0u3kzkAS8n8x9++CESExMRHByM4OBgJCYm4oMPPvBqAGZ37sEVqHbZbDZcd911bCyMneWxsTw2lsfG8thYHhvLY2N5Rmmr6LIXMygsLLyo7/d4Mj9p0iSMHTsWt912G/7zn//gP//5D2677TaMHz8eL7zwwkUNxowUxZvDM1BNKIqCRo0asbEwdpbHxvLYWB4by2NjeWwsj43lsa0xzZgxA8uWLXP9++6770ZkZCTi4uLw008/ebVNjyfz7777Lt5//31Mnz4dt99+O26//XZMnz4d8+bNw9y5c70ahJlxmYscu92OlStXsrEwdpbHxvLYWB4by2NjeWwsj43lGaatAc8z70vvvfcemjVrBgBITU3FN998g6+//hoDBw7EU0895dU2PV6D4XA40K1bt0q3d+3aFaqqejUIMzPKMhczstlsGDBgABsLY2d5bCyPjeWxsTw2lsfG8thYHtsa04kTJ1yT+S+//BJDhgzBgAED0LJlS/To0cOrbXr8zvz999+Pd999t9Lt8+bNw3333efVIIi8xT9WdYOd5bGxPDaWx8by2FgeG8tjYz/Cd+VdIiIikJOTAwD4+uuvceONNwIAdF33zQHwRo0ahVGjRiExMRHvv/8+LBYLJkyY4LoQuFpBkKqqWL16NRsLY2d5bCyPjeWxsTw2lsfG8thYHtsa0+DBgzFs2DD0798fJ0+exMCBAwEAP/74I9q0aePVNj0+z/z1119fsw0rCtLS0rwalBk4z69YWFiIsLAwXw/HlHRdh6qqsNlsPNCHIHaWx8by2FgeG8tjY3lsLI+N5RUVFSE8PNzn55lPfGQarIFC55kvL8WOecY/z/y57HY73njjDeTk5GDEiBHo0qULACA5ORmXXHIJRo0a5fE2PV7jsnbtWo8fhEiK8z8GJIud5bGxPDaWx8by2FgeG8tjY/JHAQEBePLJJyvdPm7cOK+36fEy+19++aXar23bts3rgZgVl7nIUVUVKSkpbCyMneWxsTw2lsfG8thYHhvLY2N5hmnLo9njiy++cJ1d4IsvvjjvxRseL7OPiorCBx98gNtvv93t9tdeew2TJk1CSUmJVwMxG+fykvq09IOIiIiIiOo3X89DXMvsRwsvs3/f+MvsLRYLcnNzERUVBYul+vfRFUXx6iB4Hr8z/8wzz2Do0KEYM2YMSkpKcOzYMfTr1w+vvvoqli1b5vEAzM7D10rIA7quo7i4mI2FsbM8NpbHxvLYWB4by2NjeWwszyhtFV32Uh9omoaoqCjX9eoudXY0+//3//4fNm/ejG+//RZXXHEFrrjiCoSEhGDbtm2V3q0nAy1zMSFVVbFhwwY2FsbO8thYHhvLY2N5bCyPjeWxsTy2rX+OHTvm1fd5vMweAE6fPo3Ro0dj+fLlAIAPPvgAw4cP92oAZuXr5S1EREREROR/fD0PcT5+p4dll9lv/9D4y+wvJDc3F0lJSfjggw+8+ri6x+/MO9+RP3DgALZt24Z3330Xjz/+OIYMGYKCggKPB2B2mqb5egimpWkaTp06xcbC2FkeG8tjY3lsLI+N5bGxPDaWx7bGUlhYiPvuuw9NmjRBbGws3nzzTWiahsmTJ6NVq1bYvHkz5s+f79W2PZ7M9+vXD0OHDsWmTZvQoUMHjBo1CllZWTh69Cg6derk1SDMzNvPP9CFORwOZGZmsrEwdpbHxvLYWB4by2NjeWwsj43lsa2xPPfcc1i/fj2GDx+OyMhIjB8/Hrfeeis2btyIr776CpmZmbj33nu92rbHy+zT09PRp0+fSrdrmoakpCRMmjTJq4GYja+XtxARERERkf/x9TzE+fhXPCS7zH7b/PqxzL5Fixb48MMPceONN+LQoUNo06YNnnjiCSQnJ1/0tj1+Z76qiTxQcdh9TuQr4zIXOZqmIS8vj42FsbM8NpbHxvLYWB4by2NjeWwsj22N5fjx40hISAAAtGrVCsHBwRg1alStbLvGk/lbbrkFRUVFrn8nJSWhsLDQ9e+TJ0+6Bkl/4C+THE3TsGPHDjYWxs7y2FgeG8tjY3lsLI+N5bGxPMO01YUv9YSmaQgICHD922q1omHDhrWy7Rovs7darThx4oTrPHmNGjXCjz/+iFatWgEAfvnlF8TGxvIzGr/z9fIWIiIiIiLyP76eh7iW2Y8UXma/oH4ss7dYLBg4cCCCgoIAAP/973/Rr1+/ShP6zz77zPNt1/SOf57ze3FGO79kmFfGTEjTNBw7doyNhbGzPDaWx8by2FgeG8tjY3lsLM8wbfnOPABg+PDhiIqKQlhYGMLCwnD//fcjNjbW9W/nxRu2Wh4r/YlhfplMSNM0HDx4ENHR0bBYPD78A9UQO8tjY3lsLI+N5bGxPDaWx8byOP8wlgULFohtu8aTeUVRoChKpdvo/Gw2vl4ixWazoXfv3r4ehumxszw2lsfG8thYHhvLY2N5bCzPKPMPRa+4SG2bPJjM67qOESNGuNb6l5aWYsyYMa61/mVlZTIjrOf4ypgcTdOQk5ODZs2a8ZVdQewsj43lsbE8NpbHxvLYWB4by+P8w3/U+DfoQmv9o6Ki8OCDD0qOtV7iL5McfuaqbrCzPDaWx8by2FgeG8tjY3lsLM8wbfmZeXE1Ppo9ecbXR5EkIiIiIiL/4+t5iPPxr3xQ9mj2P31UP45mL4lrW4TxVH1yHA4HDhw4wMbC2FkeG8tjY3lsLI+N5bGxPDaWZ5S2iq6LXoiTeXFc+CBH13UUFBSwsTB2lsfG8thYHhvLY2N5bCyPjeWxrf/gMnshvl7eQkRERERE/sfX8xDn43e+P0l0mf2P/3re7+dafGdemFGWuZiRw+HAnj172FgYO8tjY3lsLI+N5bGxPDaWx8by2NZ/GOMkhEReKikp8fUQ/AI7y2NjeWwsj43lsbE8NpbHxv6B55mXx2X2Qny9vIXqKV0H8vOBJk18PRIiIiIiqod8PQ9xPn6X+2SX2Wd9wmX2XGYvjMtc5DgcDuzYscNcjY8fAz77FDh21NcjcTFlZ4NhY3lsLI+N5bGxPDaWx8byDNOW55kXx8k8kZEcPFjxv4cO+nYcRERERERkaJzMC7Narb4egmlZrVYkJiaap7Gm/TGJP3iw4t8GYLrOBsTG8thYHhvLY2N5bCyPjeUZpa3zM/NSF+JkXpxhlrmYkMPhQFZWlnka5+YCZWUV18vKKv5tAKbrbEBsLI+N5bGxPDaWx8by2Fge2/oPTuapXgsJCfH1EGpP9iFAUSquK0rFvw3CVJ0Nio3lsbE8NpbHxvLYWB4b+wl+Zl4cJ/PCjLLMxYysVivat29vjsa6Dhw8UPG/Vf3bh0zV2aDYWB4by2NjeWwsj43lsbE8tvUfPp3Mr1+/HrfddhtiY2OhKAo+//xzt6+PGDECiqK4Xa655poLbnf58uVISEhAUFAQEhISsGLFikr3mTNnDuLj4xEcHIyuXbtiw4YNbl9/7bXXEB0djejoaMyePdvta1u2bEHXrl1rtIRFVdUL3oe8o6oqMjMzzdE47xfgz+dcLSkB8vJ8M55zmKqzQbGxPDaWx8by2FgeG8tjY3lGacvPzMuz+fLBf/vtN1x55ZUYOXIk7rrrrirvc/PNN2PBggWufwcGBp53m5s2bcLQoUPxyiuv4M4778SKFSswZMgQbNy4ET169AAALFu2DOPGjcOcOXNw7bXX4r333sPAgQOxa9cuNG/eHNu3b8fkyZPx5ZdfQtd13Hrrrejfvz8SExNht9sxZswYzJs3r0aveinOZdNU6xRFQURERP1ofPAAcORw9V8vKKhYWn/uO/GKAny7AYiIqP77mrcAWrepvXFWoV51rqfYWB4by2NjeWwsj43lsbE8tvUfiq4bYB0vKn7oVqxYgTvuuMN124gRI1BYWFjpHfvzGTp0KIqLi/HVV1+5brv55psRERGBJUuWAAB69OiBq666Cu+++67rPh06dMAdd9yB6dOn49///jdmzZqFzZs3u+7/5JNP4u6778a0adPwyy+/4I033jjvOIqLixEWFoaioiI0atSoxuMnk/r+O+C7zIrr1f2BrepX8UL37dYd6Nrt4sdHRERERKbg63mI8/G7Dk2CNTBY5DEc5aX4ftnzfj/XMvxn5tetW4eoqCi0a9cOo0ePRt4Flh1v2rQJAwYMcLvtpptuQkZGBgCgvLwc33//faX7DBgwwHWfTp06Yd++fThy5AgOHz6Mffv2ITExEQcOHMDChQsxderUGo8/Pz8fxcXFKCgoQEFBAcrKyuBwOFxL9FVVdbuu/X46suqu2+12t+vO12Kc13Vdr3QdgNt1TdPcrjuX4lR33eFwuF13jre663W1T3a7HRs3bnRty9D7dFVX4Ib+sAcEVByzQ9dh//1/ndeBimN52H+fwGtAxe26Dk3XoTqvA1BtNuCG/tC6XCW+T+Xl5cjIyEBpaSl/9oT2SVVVfPvttyj7/WwGZtgnoz1P5eXlbn8vzLBPRnueSktL8e2330JVVdPsk9Gep7KyMmRkZLj+v4QZ9sloz5Pz73Fpaalp9sloz5Oqqti4caPb/5+r7/tktOfJ+f8nfI4HwBNn6Mn8wIED8cknnyAtLQ2vv/46MjMz0a9fv/P+gObm5iI6OtrttujoaOT+fpqv/Px8OByO896nQ4cOmDZtGvr3748BAwZg+vTp6NChA8aMGYOZM2dizZo1SExMRJcuXbB+/frz7kPr1q0RFhaGyMhIREZGYvr06di2bRv2798PAMjKykJ2djYAYOvWrcjJyQEAZGRk4MSJEwAqji2Qn58PAEhLS0NhYSEAICUlBadPnwYArF69GqWlpVBVFatXr4aqqigtLcXq1asBAKdPn0ZKSgoAoLCwEGlpaa4ezn04ceKE6wWNnJwcbN26FQCQnZ2NrKwsAMD+/fuxbds2AMDu3buxe/duAPDJPp09exYFBQWwWCz1Y5/atMHqS5ugtHFjqIqC1dFNoSoKSi0WrI5uWvE82WxIaVLxs1kYEIC0xlEV+xQYhPWRjSv2qXETZLRqA7RpUyf7dOrUKcTFxSE9PZ0/e0L7ZLFYoCgK9u3bZ5p9MtrzVFxcjOLiYlgsFtPsk9Gep/T0dERERMBisZhmn4z2PO3btw9xcXHYtWuXafbJaM+TxWJBo0aN8O2335pmn4z2PFksFhQUFODs2bOm2SejPU979uwB+QdDL7P/sxMnTqBFixZYunQpBg8eXOV9AgMDsWjRItx7772u2z755BM8/PDDKC0txfHjxxEXF4eMjAz07NnTdZ+kpCR8/PHH1f7wL1y4ECtXrsTcuXNx+eWXIzMzE0ePHsV9992H7OxsBAUFud3fubzk559/RkREhOuVsgYNGsBmqzhUgdVqhaqqUBTFdd1iscBisVR73W63w2q1uq7bbDYoiuK6DlS8Ynju9YCAAOi67rquaRocDofruqZpsNls1V53OBzQdd113Tn26q5zny6wT4oCfP8d1J9+rDhoha5DVRQE6Dp0wHVdA+BwXlcUaABsnbtA63IVNEUx1j6Z8XniPnGfuE/cJ+4T94n7xH2qh/tUUFCAyMhI3y+zH5IEW4DMMnvVXorv/81l9j49AJ6nmjZtihYtWrhePatKTEyM6x12p7y8PNc78Y0bN4bVaj3vff4sPz8fL7/8MtavX48tW7agXbt2aNu2Ldq2bQu73Y59+/ahU6dOVX5vaGjoeX/AnL/cNb0eEBDg1XVFUVzXnX+Aanr93AP91eR6Xe2Tw+HApk2b0KtXL9hstvq1Tz2uQcBlzYD/pQKlpQj4/TU1BXBdtwCw6DqgKLAEB8NyQ38gLq7i9t+3Vxf7pKoVy+F69erleix//9mr7X1SVRUZGRno1auXafbpfNd9sU+apnn096I+7JPRnidFUVx/K8yyT0Z7nlRVxfr1610/x2bYp6qu+3Kf/vz32Az7VNPrdbVPqqq6/T02wz55el16nwzyXi3VAUMvs/+zkydPIicnB02bNq32Pj179kRqaqrbbSkpKa4/yoGBgejatWul+6Smprru82fjxo3D+PHjcdlll8HhcLg+1wK4f7amKs5fPKp9FosFrVu3rr+N4+KAhI41u29Cx4r7+0C971wPsLE8NpbHxvLYWB4by2NjeYZpq+uyF/LtO/NnzpzBgQMHXP/Ozs7Gjz/+6Pp8+ZQpU3DXXXehadOm+Pnnn/Hcc8+hcePGuPPOO13f8+CDDyIuLg7Tp08HAIwdOxa9e/fGjBkzMGjQIKxcuRLffPMNNm7c6PqeCRMm4IEHHkC3bt3Qs2dPzJs3D0eOHMGYMWMqjTE1NRX79+/HRx99BAC4+uqrsWfPHnz11VfIycmB1WrF5ZdfXu0+GuaXyYQsFgvifDTBrTWHDl74j5GuV9yvW/e6GdOfmKKzwbGxPDaWx8by2FgeG8tjY3mcf/gPnz7T3333Hbp06YIuXboAqJhkd+nSBZMnT4bVasX27dsxaNAgtGvXDsOHD0e7du2wadMmhIaGurZx5MgR1wEpAKBXr15YunQpFixYgCuuuAILFy7EsmXLXOeYBypOX5ecnIyXX34ZnTt3xvr167F69Wq0aNHCbXwlJSX45z//iffee8/1SxEXF4e33noLI0eORFJSEhYtWoSQkJBq91FV1VppRZWpqoq0tLT627iosOL88n9W1enoCgqAoiLxIVWl3neuB9hYHhvLY2N5bCyPjeWxsTyjtFV02QsZ6AB4ZuM88ENBQQHCw8N9PRxT0jQN+fn5aNy4cf18BTLrByBza+V35ptEAb/+6RSMigJc3QPo3KXuxve7et+5HmBjeWwsj43lsbE8NpbHxvIKCwsRERHh8wPgdfvbVNED4H336Qs8AJ6vB2B2/CMlx2KxICoqytfD8N7Bc5bYKwpgswF9rwdata742rq1gEP943NBBw74ZDJf7zvXA2wsj43lsbE8NpbHxvLYWJ5h5h+S54Pn29EA6tkB8Oqjcw+WR7XLbrdjzZo19bPx6dPAyfw//t0kCrh7aMVEHgBatwaGDAWaNPnjPifzK76vjtXrzvUEG8tjY3lsLI+N5bGxPDaWx7b+g5N5YeeeJoJql9VqRffu3etn4+xDf1y/qisw6A7gnGNBAKj496A7K75e1ffVkXrduZ5gY3lsLI+N5bGxPDaWx8byjNJW0WQvxGX24gyzzMWELBYLIiMjfT0M7+TnAyENgBtvBGLPc0RXiwXofnXFaem++abi++pYve5cT7CxPDaWx8by2FgeG8tjY3mcf/gPPtPCuMxFjt1ux6pVq+pn4+t6A/cOO/9E/lyxcRX3v6637LiqUK871xNsLI+N5bGxPDaWx8by2FieYdrqwhfiO/PSbDYmlmKz2XDdddfVz8YBAXXzPbWgXneuJ9hYHhvLY2N5bCyPjeWxsTy29R98poUpVZ0znGqFoih+fSqKusLO8thYHhvLY2N5bCyPjeWxsTyjzD8kzwfP88xX4DJ7YYZZ5mJCdrsdK1euZGNh7CyPjeWxsTw2lsfG8thYHhvLY1v/oei6ztc1BBQXFyMsLAyFhYUICwvz9XBMSdd1lJaWIjg42DCvQJoRO8tjY3lsLI+N5bGxPDaWx8byioqKEB4ejqKiIp+sgnDOg66+/RXYAoJFHkO1l2LrF5N8to9GwXfmqV7jZ4LqBjvLY2N5bCyPjeWxsTw2lsfGRLWDk3lhqqr6egimpaoqVq9ezcbC2FkeG8tjY3lsLI+N5bGxPDaWZ5S2zs/MS12Iy+zFcJm9PF3XoaoqbDYbl2kJYmd5bCyPjeWxsTw2lsfG8thYnlGW2fe4TXaZ/Zb/cpk935mnes0orzyaHTvLY2N5bCyPjeWxsTw2lsfGfoLnmRfHybww/rGSo6oqUlJS2FgYO8tjY3lsLI+N5bGxPDaWx8by2NZ/cJm9EOfyEn9f+kFERERERHXH1/MQ5+Nf81fZZfabV3GZPd+ZF8bXSuTouo7i4mI2FsbO8thYHhvLY2N5bCyPjeWxsTy2rezYsWO4//77cemll6JBgwbo3Lkzvv/+e9fXdV3HlClTEBsbi5CQEPTt2xc7d+704YhrhpN5YVzmIkdVVWzYsIGNhbGzPDaWx8by2FgeG8tjY3lsLI9t3RUUFODaa69FQEAAvvrqK+zatQuvv/46wsPDXfeZOXMmZs2ahbfffhuZmZmIiYlB//79cfr0ad8NvAa4zF6Ir5e3EBERERGR//H1PMS1zP6Wl2WX2a+ejJycHLd9DAoKQlBQkNt9n332WXz77bfYsGFDldvSdR2xsbEYN24cnnnmGQBAWVkZoqOjMWPGDPz9738X2YfawHfmhWma5ushmJamaTh16hQbC2NneWwsj43lsbE8NpbHxvLYWJ4/tW3WrBnCwsJcl+nTp1e6zxdffIFu3brh7rvvRlRUFLp06YL333/f9fXs7Gzk5uZiwIABrtuCgoLQp08fZGRk1Ml+eIuTeWEOh8PXQzAth8OBzMxMNhbGzvLYWB4by2NjeWwsj43lsbE8o7RVdNkLAOTk5KCoqMh1mThxYqVxHDp0CO+++y7atm2LNWvWYMyYMXjiiSfw0UcfAQByc3MBANHR0W7fFx0d7fqaUXGZvRBfL28hIiIiIiL/4+t5iPPxew6UXWa/6avJNdrHwMBAdOvWze1d9ieeeAKZmZnYtGkTMjIycO211+L48eNo2rSp6z6jR49GTk4Ovv76a5F9qA18Z16YPy1zqWuapiEvL4+NhbGzPDaWx8by2FgeG8tjY3lsLM8wbXXhSw01bdoUCQkJbrd16NABR44cAQDExMQAQKV34fPy8iq9W280nMwLM8wvkwlpmoYdO3awsTB2lsfG8thYHhvLY2N5bCyPjeWxrbtrr70We/fudbtt3759aNGiBQAgPj4eMTExSE1NdX29vLwc6enp6NWrV52O1VNcZi/E18tbiIiIiIjI//h6HuJ8/F43yS6zz1hTs2X2mZmZ6NWrF1566SUMGTIEW7duxejRozFv3jzcd999AIAZM2Zg+vTpWLBgAdq2bYtp06Zh3bp12Lt3L0JDQ0X2oTbwnXlhfGVMjqZpOHbsGBsLY2d5bCyPjeWxsTw2lsfG8thYHtu66969O1asWIElS5YgMTERr7zyCpKTk10TeQB4+umnMW7cODz66KPo1q0bjh07hpSUFENP5AFO5sXxl0mOpmk4ePAgGwtjZ3lsLI+N5bGxPDaWx8by2FieYdpquuzFA7feeiu2b9+O0tJS7N69G6NHj3b7uqIomDJlCk6cOIHS0lKkp6cjMTGxNmuI4DJ7Ib5e3kJERERERP7H1/MQ1zL7/i/JLrNPfdHv51p8Z16YYV4ZMyFN03D48GE2FsbO8thYHhvLY2N5bCyPjeWxsTzDtDXI0ezNjJN5YYb5ZTIhfuaqbrCzPDaWx8by2FgeMJuMyQAAQalJREFUG8tjY3lsLI9t/QeX2Qvx9fIWI9F1HftO5KO4pAzNIsMQE2HsA0kQEREREdVXvp6HOB//2htfgs0mtMxeLcW333CZvc3XAzA7h8Ph6yH41Jqf9uHN1d/iSH4hAEAB0PPyFnhmUF+0io68qG07HA5kZ2cjPj4eVqv14gdLVWJneWwsj43lsbE8NpbHxvLYWJ6/zz/8CZfZC/PnhQ+fbdmBJz9ahZzfJ/JAxcdbtuw/gvvfXIqffy24qO3ruo6CggK/blwX2FkeG8tjY3lsLI+N5bGxPDaWZ5i2ui57IS6zl+Lr5S2+9ltpOfpOeQ+ldrXKr1stCnontMKbI2+v45EREREREZmXr+chrmX2N0yRXWb/vyl+O9dy4jvzwvx1mUvKtv3VTuQBwKHpSN95CKfOnPX6MRwOB/bs2eO3jesKO8tjY3lsLI+N5bGxPDaWx8byjNJW0WUvxMk8CTl+qgg2y/l/vDRdxy+FZy7qcUpKSi7q+6lm2FkeG8tjY3lsLI+N5bGxPDYmqh08AJ4wfz2wR3jDEDhq8AmO8IbeL72xWq3o0qWL199PNcPO8thYHhvLY2N5bCyPjeWxsTzDzD8kzwfPd+YB8J15cUZZ5lLX+l/RFsp5vm5RFFzZoimaRnj/GReHw4EdO3b4beO6ws7y2FgeG8tjY3lsLI+N5bGxPLb1H5zMk4iosEvwQO+rqvyac5I/9pZr625ARERERERUZxRdF70Qj2YvxtdHkTQCh6bhzdXf4qP1P0B1aLAoCjRdR+QlIXh56AD0SWjl6yESEREREZmKr+chzse/ru+Lokez37DuJb+eawF8Z16cPy9zsVosGH/rdVj74iN4eUh/TLjtOrwx8nZ8M3l0rUzkHQ4HsrKy/LpxXWBneWwsj43lsbE8NpbHxvLYWJ5h2mrCF+IB8EheeMMQ3NkjUWTbISEhItsld+wsj43lsbE8NpbHxvLYWB4bE9UOLrMX4uvlLURERERE5H98PQ9xPn7v6yaLLrNfv+Flv59rcZm9MFVVfT0E01JVFZmZmWwsjJ3lsbE8NpbHxvLYWB4by2NjeWzrPziZF6Yo5ztBG10MRVEQERHBxsLYWR4by2NjeWwsj43lsbE8NpbHtv6Dn5kXZrVafT0E07JarWjTpo2vh2F67CyPjeWxsTw2lsfG8thYHhvLM8z8Q//9IrVt4jvz0rjMRY6qqsjIyGBjYewsj43lsbE8NpbHxvLYWB4by2Nb/8F35oVZLHy9RIrFYkFcXBwbC2NneWwsj43lsbE8NpbHxvLYWJ5h2up6xUVq28TJvDTD/DKZkMViQYsWLXw9DNNjZ3lsLI+N5bGxPDaWx8by2Fge5x/+g8+0MC5zkaOqKtavX8/GwthZHhvLY2N5bCyPjeWxsTw2lmeUtooueyFO5sXxlTE5FosFrVu3ZmNh7CyPjeWxsTw2lsfG8thYHhvLY1v/wWX2wvjLJMf5mSuSxc7y2FgeG8tjY3lsLI+N5bGxPMPMP/iZeXEGeabNyyjLXMxIVVWkpaWxsTB2lsfG8thYHhvLY2N5bCyPjeWxrf/gO/PCDPPKmAlZLBYkJiaysTB2lsfG8thYHhvLY2N5bCyPjeUZpa2iVVyktk2czIszyi+TGVksFkRFRfl6GKbHzvLYWB4by2NjeWwsj43lsbE8zj/8B59pYXa73ddDMC273Y41a9awsTB2lsfG8thYHhvLY2N5bCyPjeUZpq3zM/NSF+JkXprVavX1EEzLarWie/fubCyMneWxsTw2lsfG8thYHhvLY2N5bOs/uMxeGJe5yLFYLIiMjPT1MEyPneWxsTw2lsfG8thYHhvLY2N5hpl/6L9fpLZNfGdemmGWuZiQ3W7HqlWr2FgYO8tjY3lsLI+N5bGxPDaWx8by2NZ/8J15YTYbE0ux2Wy47rrr2FgYO8tjY3lsLI+N5bGxPDaWx8byjNJW0XUoQp9tl9pufWOMZ9rEFEXx9RBMS1EUNGrUyNfDMD12lsfG8thYHhvLY2N5bCyPjeVx/uE/uMxeGJe5yLHb7Vi5ciUbC2NneWwsj43lsbE8NpbHxvLYWJ5h2vJo9uIUXWcJCcXFxQgLC0NhYSHCwsJ8PRxT0nUdpaWlCA4O5iuQgthZHhvLY2N5bCyPjeWxsTw2lldUVITw8HAUFRX5ZBWEcx50fdeJsNmCRR5DVUux9vvpPttHo+Aye6rXjPKZILNjZ3lsLI+N5bGxPDaWx8by2NhP6AA0wW0Tl9lLU1XV10MwLVVVsXr1ajYWxs7y2FgeG8tjY3lsLI+N5bGxPLb1H1xmL4TL7OXpug5VVWGz2bhMSxA7y2NjeWwsj43lsbE8NpbHxvKMssy+X5dnYbMKLbN3lCIt6//8fpk935mneo2vPNYNdpbHxvLYWB4by2NjeWwsj42JaodPJ/Pr16/HbbfdhtjYWCiKgs8//9zt67quY8qUKYiNjUVISAj69u2LnTt3XnC7y5cvR0JCAoKCgpCQkIAVK1ZUus+cOXMQHx+P4OBgdO3aFRs2bHD7+muvvYbo6GhER0dj9uzZbl/bsmULunbtCofDccGx8I+VHFVVkZKSwsbC2FkeG8tjY3lsLI+N5bGxPDaWZ5i2OgSPZu/rnTMGn07mf/vtN1x55ZV4++23q/z6zJkzMWvWLLz99tvIzMxETEwM+vfvj9OnT1e7zU2bNmHo0KF44IEH8NNPP+GBBx7AkCFDsGXLFtd9li1bhnHjxuH5559HVlYWrrvuOgwcOBBHjhwBAGzfvh2TJ0/GkiVLsHjxYjz33HPYsWMHgIpTPYwZMwZz586F1Wq94D4GBAR4koQ8EBAQgEGDBrGxMHaWx8by2FgeG8tjY3lsLI+N5bGt//DpZH7gwIGYOnUqBg8eXOlruq4jOTkZzz//PAYPHozExEQsWrQIZ8+exeLFi6vdZnJyMvr374+JEyeiffv2mDhxIm644QYkJye77jNr1iw8/PDDGDVqFDp06IDk5GQ0a9YM7777LgBg9+7duOKKK9CvXz/ccMMNuOKKK7B7924AwKuvvorevXuje/fuNdrHU6dOobi4GAUFBSgoKEBZWRkcDofrXX1VVd2ua5p23ut2u93tuvOQB87ruq5Xuu7s6byuaZrbdeerd9Vddzgcbted463uel3tk6ZpOHXqFHRdN80+GfF5cjgcKC4uNtU+Ge150nUdBQUFVe5rfd0noz1PDofD7e+FGfbJiM9TYWGh29jNsE9Gep5UVUVxcXGl/ajP+2S050nXdRQWFl5w/+rTPhntedJ1HadOnaq0f/V5n4z2PBnmnXkSZ9jPzGdnZyM3NxcDBgxw3RYUFIQ+ffogIyOj2u/btGmT2/cAwE033eT6nvLycnz//feV7jNgwADXfTp16oR9+/bhyJEjOHz4MPbt24fExEQcOHAACxcuxNSpU2u8H/Hx8QgLC0NkZCQiIyMxffp0bNu2Dfv37wcAZGVlITs7GwCwdetW5OTkAAAyMjJw4sQJABUfR8jPzwcApKWlobCwEACQkpLiWqWwevVqlJaWQlX/OEJoaWkpVq9eDQA4ffo0UlJSAACFhYVIS0sDAOTn52P9+vUAgBMnTrga5OTkYOvWrQAqnousrCwAwP79+7Ft2zYAFS96OF/k8MU+FRYWYsOGDVBV1TT7ZMTn6ZdffsGGDRtMtU9Ge55UVcWGDRtcHyMywz4Z7Xk6efKk6++FWfbJiM/Txo0boaqqqfbJSM/Tzp07sWHDBvz000+m2SejPU/Ov8dm2iejPU/Oxs79M8M+Ge152r59OwxBbIn97xcyztHsFUXBihUrcMcddwCo+KW59tprcezYMcTGxrru98gjj+Dw4cNYs2ZNldsJDAzEwoULMWzYMNdtixcvxsiRI1FWVobjx48jLi4O3377LXr16uW6z7Rp07Bo0SLs3bsXADB37lzXZ+XHjx+PMWPG4MYbb8Q///lPqKqKKVOmICAgAG+88QZ69+5daRzOozj+/PPPiIiIcL1S1qBBA9e5Na1WK1RVhaIorusWiwUWi6Xa63a7HVar1XXdeSRQ53Wg4tW4c68HBATAeeTQgIAAaJoGh8Phuq5pGmw2W7XXne8cOq87x17dde4T94n7xH3iPnGfuE/cJ+4T94n75Jt9KigoQGRkpO+PZn/lM7BZg0QeQ3WUIe2nGX5/NHubrwdwIX8+ZYWu6xc8jUVNvudC9xkzZgzGjBnj+vfChQsRGhqKnj174vLLL0dmZiaOHj2Ke+65B9nZ2QgKqvoHNSws7Lw/YM5f7ppeP/czMJ5cVxTFdd35B6im1889NkBNrtfVPum6jtOnTyM8PNw0+2TE50nTKj7O4Oxshn2q6djrap80TXOdRsYs+3S+677YJwAe/b2oD/tktOfJarWisLAQ4eHhptknoz1PVf09ru/7VNV1X+6Tpmmun2Oz7FNNr9fVPmma5vp7/Oe/0/V1nzy9Lr1PhjnlnwZAaiia0HbrGcMus4+JiQEA5Obmut2el5eH6Ojo837f+b6ncePGsFqtHm03Pz8fL7/8Mt566y1s2bIF7dq1Q9u2bXH99dfDbrdj37591Y7H+SoZ1T6Hw4HMzEw2FsbO8thYHhvLY2N5bCyPjeWxsTy29R+GnczHx8cjJiYGqamprtvKy8uRnp7utjz+z3r27On2PUDFZ1ic3xMYGIiuXbtWuk9qamq12x03bhzGjx+Pyy67DA6Hw3WQCsD9QBlVOffVOKpdAQEBuOmmm9hYGDvLY2N5bCyPjeWxsTw2lsfG8ozSVtF10Qv5eJn9mTNncODAAde/s7Oz8eOPPyIyMhLNmzfHuHHjMG3aNLRt2xZt27bFtGnT0KBBA7fPwz/44IOIi4vD9OnTAQBjx45F7969MWPGDAwaNAgrV67EN998g40bN7q+Z8KECXjggQfQrVs39OzZE/PmzcORI0fcltU7paamYv/+/fjoo48AAFdffTX27NmDr776Cjk5ObBarbj88sur3UfnES6p9mmahvz8fDRu3Ni19IhqHzvLY2N5bCyPjeWxsTw2lsfG8jj/8B8+/Q367rvv0KVLF3Tp0gVAxSS7S5cumDx5MgDg6aefxrhx4/Doo4+iW7duOHbsGFJSUhAaGuraxpEjR1xHlwSAXr16YenSpViwYAGuuOIKLFy4EMuWLUOPHj1c9xk6dCiSk5Px8ssvo3Pnzli/fj1Wr16NFi1auI2vpKQE//znP/Hee++5/tjExcXhrbfewsiRI5GUlIRFixYhJCSk2n3kL5McTdOwY8cONhbGzvLYWB4by2NjeWwsj43lsbE8w7Tl0ezFGeZo9mbjPIqjvx9hkYiIiIiI6o6v5yHOx7+h41OiR7P/385X/X6uxbUtwgzzypgJaZqGY8eOsbEwdpbHxvLYWB4by2NjeWwsj43lGaYt35kXx8m8MMP8MpmQpmk4ePAgGwtjZ3lsLI+N5bGxPDaWx8by2Fge2/oPLrMX4uvlLURERERE5H98PQ9xLbPv8P9kl9nvft3v51p8Z14YXxmTo2kaDh8+zMbC2FkeG8tjY3lsLI+N5bGxPDaWx7b+g5N5YfxlksPPXNUNdpbHxvLYWB4by2NjeWwsj43lGaatJnwhLrOX4uvlLURERERE5H98PQ9xLbO/XHiZ/V4us+c788IcDoevh2BaDocDBw4cYGNh7CyPjeWxsTw2lsfG8thYHhvLM0pbRddFL8TJvDgufJCj6zoKCgrYWBg7y2NjeWwsj43lsbE8NpbHxvLY1n9wmb0QXy9vISIiIiIi/+PreYjz8W9sO150mf03+2f7/VyL78wLM8oyFzNyOBzYs2cPGwtjZ3lsLI+N5bGxPDaWx8by2Fge2/oPm68HQHQxSkpKfD0Ev8DO8thYHhvLY2N5bCyPjeWxsZ/QdEARWgSucXE5wGX2Yny9vIWIiIiIiPyPr+chrmX2rcfJLrM/mOz3cy0usxfGZS5yHA4HduzYwcbC2FkeG8tjY3lsLI+N5bGxPDaWZ5i2ui57IU7miYiIiIiIyLymTJkCRVHcLjExMa6v67qOKVOmIDY2FiEhIejbty927tzpwxHXDCfzwqxWq6+HYFpWqxWJiYlsLIyd5bGxPDaWx8by2FgeG8tjY3nGaSv5rrzn78x37NgRJ06ccF22b9/u+trMmTMxa9YsvP3228jMzERMTAz69++P06dP12KP2sfJvDDDLHMxIYfDgaysLDYWxs7y2FgeG8tjY3lsLI+N5bGxPLatms1mQ0xMjOvSpEkTABXvyicnJ+P555/H4MGDkZiYiEWLFuHs2bNYvHixj0d9fpzMU70WEhLi6yH4BXaWx8by2FgeG8tjY3lsLI+NqbYUFxe7XcrKyqq97/79+xEbG4v4+Hjcc889OHToEAAgOzsbubm5GDBggOu+QUFB6NOnDzIyMsT34WJwMi/MOMtczMdqtaJ9+/ZsLIyd5bGxPDaWx8by2FgeG8tjY3mGaVsHB8Br1qwZwsLCXJfp06dXOZQePXrgo48+wpo1a/D+++8jNzcXvXr1wsmTJ5GbmwsAiI6Odvue6Oho19eMipN5Yaqq+noIpqWqKjIzM9lYGDvLY2N5bCyPjeWxsTw2lsfG8vypbU5ODoqKilyXiRMnVnm/gQMH4q677kKnTp1w4403YtWqVQCARYsWue6jKIrb9+i6Xuk2o+FkXpjRfwDqM0VREBERwcbC2FkeG8tjY3lsLI+N5bGxPDaWZ5i2mi57AdCoUSO3S1BQzc5r37BhQ3Tq1An79+93HdX+z+/C5+XlVXq33mg4mRdmmGUuJmS1WtGmTRs2FsbO8thYHhvLY2N5bCyPjeWxsTy2vbCysjLs3r0bTZs2RXx8PGJiYpCamur6enl5OdLT09GrVy8fjvLCOJkX5k/LXOqaqqrIyMhgY2HsLI+N5bGxPDaWx8by2FgeG8szTFtdk7144Mknn0R6ejqys7OxZcsW/O1vf0NxcTGGDx8ORVEwbtw4TJs2DStWrMCOHTswYsQINGjQAMOGDROKUztsvh6A2VksfL1EisViQVxcHBsLY2d5bCyPjeWxsTw2lsfG8thYHttWdvToUdx7773Iz89HkyZNcM0112Dz5s1o0aIFAODpp59GSUkJHn30URQUFKBHjx5ISUlBaGioj0d+foqu/34oQKpVxcXFCAsLQ1FRERo1auTr4RARERERkR/w9TzE+fg3NvsHbJaafYbdU6pWhm9y3vX7uRZfthFmmGUuJqSqKtavX8/GwthZHhvLY2N5bCyPjeWxsTw2lse2/oPL7IVxmYsci8WC1q1bs7EwdpbHxvLYWB4by2NjeWwsj43lGaatpgMQWgSucXE5wMm8OMP8MpmQ8zNXJIud5bGxPDaWx8by2FgeG8tjY3mcf/gPPtPCuMxFjqqqSEtLY2Nh7CyPjeWxsTw2lsfG8thYHhvLM0xbXZe9ECfz0vjKmByLxYLExEQ2FsbO8thYHhvLY2N5bCyPjeWxsTy29R9cZi+Mv0xyLBYLoqKifD0M02NneWwsj43lsbE8NpbHxvLYWJ5h5h865N5B5xvzAPjOvDi73e7rIZiW3W7HmjVr2FgYO8tjY3lsLI+N5bGxPDaWx8by2NZ/8J15YVar1ddDMC2r1Yru3buzsTB2lsfG8thYHhvLY2N5bCyPjeUZpq3kZ9v5mXkAnMyLM8wyFxOyWCyIjIz09TBMj53lsbE8NpbHxvLYWB4by2NjeZx/+A8+08K4zEWO3W7HqlWr2FgYO8tjY3lsLI+N5bGxPDaWx8byDNNW02QvBEXXuUZBQnFxMcLCwlBYWIiwsDBfD8eUdF3H6dOnERoaCkVRfD0c02JneWwsj43lsbE8NpbHxvLYWF5RURHCw8NRVFSERo0a1fnjO+dBN0aNgs0SKPIYqlaOb/I+8Nk+GgWX2QvjHyk5iqL49S9vXWFneWwsj43lsbE8NpbHxvLYWJ5h5h/8zLw4LrMXZphlLiZkt9uxcuVKNhbGzvLYWB4by2NjeWwsj43lsbE8tvUfXGYvhMvs5em6jtLSUgQHBxvnFUgTYmd5bCyPjeWxsTw2lsfG8thYnmGW2Td+SHaZff58v19mz3fmqV6z2fhJkbrAzvLYWB4by2NjeWwsj43lsTFR7eBkXpiqqr4egmmpqorVq1ezsTB2lsfG8thYHhvLY2N5bCyPjeUZpq2my16Iy+ylcJm9PF3XoaoqbDYbl2kJYmd5bCyPjeWxsTw2lsfG8thYnmGW2UeOlF1mf2oBl9n7egBEF8MwrzyaHDvLY2N5bCyPjeWxsTw2lsfGRLWDk3lh/GMlR1VVpKSksLEwdpbHxvLYWB4by2NjeWwsj43lGaWtrmuiF+IyezHO5SX+vvSDiIiIiIjqjq/nIc7HvyFiuOgy+/8VLPL7uRbfmRfG10rk6LqO4uJiNhbGzvLYWB4by2NjeWwsj43lsbE8w7TVBQ9+Z5R99DFO5oUZZZmLGamqig0bNrCxMHaWx8by2FgeG8tjY3lsLI+N5bGt/+AyeyG+Xt5CRERERET+x9fzENcy+7AHYFOEltnr5fhf0cd+P9fiO/PCNI0HZ5CiaRpOnTrFxsLYWR4by2NjeWwsj43lsbE8NpbHtv6Dk3lhDofD10MwLYfDgczMTDYWxs7y2FgeG8tjY3lsLI+N5bGxPMO01TTZC3GZvRRfL28hIiIiIiL/4+t5iGuZfeh9ssvsT3/i93MtvjMvjMtc5Giahry8PDYWxs7y2FgeG8tjY3lsLI+N5bGxPMO01XXZC3EyL80wv0wmpGkaduzYwcbC2FkeG8tjY3lsLI+N5bGxPDaWx7b+g8vshfh6eQsREREREfkfX89DnI/fr8E9osvs084u9fu5Ft+ZF8ZXxuRomoZjx46xsTB2lsfG8thYHhvLY2N5bCyPjeWxrf/gZF4Yf5nkaJqGgwcPsrEwdpbHxvLYWB4by2NjeWwsj43lGaYtPzMvjsvshfh6eQsREREREfkfX89DXMvsQ4bKLrMvWeb3cy2+My/MMK+MmZCmaTh8+DAbC2NneWwsj43lsbE8NpbHxvLYWJ5h2mq67IU4mZdmmF8mE+JnruoGO8tjY3lsLI+N5bGxPDaWx8by2NZ/cJm9EF8vbyEiIiIiIv/j63mIa5l94N2wKQEij6HqdqSV/8fv51p8Z16Yw+Hw9RBMy+Fw4MCBA2wsjJ3lsbE8NpbHxvLYWB4by2NjeWzrPziZF8aFD3J0XUdBQQEbC2NneWwsj43lsbE8NpbHxvLYWJ5R2uqaLnohLrMX4+vlLURERERE5H98PQ9xPv71tr+JLrNfq37q93MtvjMvjMtc5DgcDuzZs4eNhbGzPDaWx8by2FgeG8tjY3lsLM8wbXVN9kKczFP9VlJS4ush+AV2lsfG8thYHhvLY2N5bCyPjYlqByfzQsrKygAAqqr6eCTmpaoqVq5cycbC2FkeG8tjY3lsLI+N5bGxPDaW52zrnI/4Cj8zL8/Qk/kpU6ZAURS3S0xMzHm/Jz09HV27dkVwcDBatWqFuXPnVrrP8uXLkZCQgKCgICQkJGDFihVuX//kk0/QrFkzREZG4qmnnnL72s8//4x27dqhuLj4vONw/vKcPXu2JrtKXjh79ixeeuklNhbGzvLYWB4by2NjeWwsj43lsbE8Z1tfT+ZJnqEn8wDQsWNHnDhxwnXZvn17tffNzs7GLbfcguuuuw5ZWVl47rnn8MQTT2D58uWu+2zatAlDhw7FAw88gJ9++gkPPPAAhgwZgi1btgAA8vPzMWrUKLz22mtYs2YNFi1ahFWrVrm+/x//+Af+7//+z68PtEBERERERES+ZfP1AC7EZrNd8N14p7lz56J58+ZITk4GAHTo0AHfffcdXnvtNdx1110AgOTkZPTv3x8TJ04EAEycOBHp6elITk7GkiVLcOjQIYSFhWHo0KEAgOuvvx67du3CX//6VyxevBiBgYEYPHhwjcdvtVo92FvyhLMtG8tiZ3lsLI+N5bGxPDaWx8by2FieYdrqGgChA9XxAHgA6sFkfv/+/YiNjUVQUBB69OiBadOmoVWrVlXed9OmTRgwYIDbbTfddBM+/PBD2O12BAQEYNOmTRg/fnyl+zhfAGjbti3Onj2LrKwstGjRApmZmXjooYdw6tQpTJ48GWvXrq3RuJ1n/Dty5AiAP44q2aBBA9hsFdmtVitUVYWiKK7rFosFFoul2ut2ux1Wq9V13WazQVEU13Wg4nMy514PCAiAruuu65qmweFwuK5rmgabzVbtdYfDAV3XXdedY6/uel3t06lTpxAcHIyCggLT7JMRnyfnR0ry8/OhaZop9sloz1NxcTFsNhtOnTrl9veiPu+T0Z6nU6dOISgoyPX3wgz7ZLTnKT8/H4qioKCgwDT7ZLTnqaioCABw8uRJOBwOU+yT0Z6nM2fOQFEUnDx5EgBMsU9Ge56KiooQHBzs+m+eGfbJaM+Ts62vz0Cuwg4IDUGFXWbD9YyhJ/M9evTARx99hHbt2uGXX37B1KlT0atXL+zcuROXXnpppfvn5uYiOjra7bbo6Gioqor8/Hw0bdq02vvk5uYCACIiIrBo0SI8+OCDKCkpwYMPPoibbroJDz30EB5//HFkZ2fj9ttvh91ux5QpU/C3v/2tyrHb7RU/YNdee21tpKDzaNmypa+H4Bdat27t6yGYXnx8vK+HYHr8eyGPjeVV96YG1R42lsf/5slzzkfqWmBgIGJiYrAxd7Xo48TExCAwMFD0MYzO0JP5gQMHuq536tQJPXv2ROvWrbFo0SJMmDChyu9RFMXt385XpM69var7nHvbnXfeiTvvvNP173Xr1mH79u14++230aZNGyxZsgQxMTG4+uqr0bt3b0RFRVUaR8uWLXHw4EEEBAS4bTsoKAhBQUE12X0iIiIiIiKP6LqO06dPIzY21iePHxwcjOzsbJSXl4s+TmBgIIKDg0Ufw+gMPZn/s4YNG6JTp07Yv39/lV+PiYlxvcPulJeXB5vN5nonv7r7/PndeqeysjI8+uij+Ne//oUDBw5AVVX06dMHANCuXTts2bIFt912W6Xvs1gsfFWXiIiIiIjqXFhYmE8fPzg42O8n2nXB8EezP1dZWRl2796Npk2bVvn1nj17IjU11e22lJQUdOvWDQEBAee9T69evarc5iuvvIKBAwfiqquugsPhcDsnpt1ud30+hYiIiIiIiKiuGPqd+SeffBK33XYbmjdvjry8PEydOhXFxcUYPnw4gIoj0R87dgwfffQRAGDMmDF4++23MWHCBIwePRqbNm3Chx9+iCVLlri2OXbsWPTu3RszZszAoEGDsHLlSnzzzTfYuHFjpcffuXMnli1bhh9//BEA0L59e1gsFnz44YeIiYnBnj170L17d/kQREREREREROcw9GT+6NGjuPfee5Gfn48mTZrgmmuuwebNm9GiRQsAwIkTJ1xHiwcqDqSxevVqjB8/Hu+88w5iY2Px5ptvuk5LBwC9evXC0qVL8cILL2DSpElo3bo1li1bhh49erg9tq7reOSRRzB79mw0bNgQABASEoKFCxfiscceQ1lZGd5++23ExcXVQQkiIiIiIiKiPxh6mf3SpUtx/PhxlJeX49ixY1i+fDkSEhJcX1+4cCHWrVvn9j19+vTBDz/8gLKyMmRnZ2PMmDGVtvu3v/0Ne/bsQXl5OXbv3u123vg5c+YgPj4eISEhKC0trfR5k1tvvRWHDx9Gbm4u/vrXv2LYsGG4/PLLYbFYMG7cuCr3wznuoKAgJCQkYMWKFW5f/+STT9CsWTNERkbiqaeecvvazz//jHbt2rlOD2YGzsbBwcHo2rUrNmzYUO19P/vsM/Tv3x9NmjRBo0aN0LNnT6xZs6bS/djYnSeNN27ciGuvvRaXXnopQkJC0L59e8yePbvS/djYnSeNz/Xtt9/CZrOhc+fOlb7Gxu48abxu3TooilLpsmfPHrf7sXFlnv4sl5WV4fnnn0eLFi0QFBSE1q1bY/78+W73YWd3njQeMWJElT/LHTt2dLsfG7vz9Of4k08+wZVXXokGDRqgadOmGDlypOt0dE5s7M7Txu+88w46dOiAkJAQXH755a6VtOdi4wrr16/HbbfdhtjYWCiKgs8///yC35Oeno6uXbsiODgYrVq1wty5cyvdh339gE4uS5cu1QMCAvT3339f37Vrlz527Fi9YcOG+uHDh6u8f3Z2tv7EE0/oixYt0jt37qyPHTu20n0yMjJ0q9WqT5s2Td+9e7c+bdo03Waz6Zs3b9Z1Xdd//fVXPTg4WF+6dKm+detWvUmTJvqXX37p+v6bb75ZX758ucj++oKnjceOHavPmDFD37p1q75v3z594sSJekBAgP7DDz+47sPG7jxt/MMPP+iLFy/Wd+zYoWdnZ+sff/yx3qBBA/29995z3YeN3Xna2KmwsFBv1aqVPmDAAP3KK690+xobu/O08dq1a3UA+t69e/UTJ064Lqqquu7DxpV587N8++236z169NBTU1P17OxsfcuWLfq3337r+jo7u/O0cWFhodvPcE5Ojh4ZGam/+OKLrvuwsTtPG2/YsEG3WCz6G2+8oR86dEjfsGGD3rFjR/2OO+5w3YeN3XnaeM6cOXpoaKi+dOlS/eDBg/qSJUv0Sy65RP/iiy9c92HjP6xevVp//vnn9eXLl+sA9BUrVpz3/ocOHdIbNGigjx07Vt+1a5f+/vvv6wEBAfqnn37qug/7+gdO5s9x9dVX62PGjHG7rX379vqzzz57we/t06dPlZP5If+/vXuPizHf4wD+6TY1uhM1ZItS6Lhkky5ntxxtWYuw6Lh0cTvruMZiW1aJY5eOO2FRuRxhF6113SzVohVSSG3RIpcSyoocNH3PH06PHjNDM2WJ7/v1el6vnef5Pr/5zWeeHf3meeb3DBxI3bt3F63z8/Ojv//970RElJaWRpaWlqL6qKgoIiLavHkz9e7dW92X8UarTcZV2rZtS5GRkcJjzlisLjLu27cvDR06VHjMGYtpmnFAQAB99dVXFBERoTCY54zF1M24ajBfWlqqsk3OWJG6Oe/fv59MTU3pzp07KtvknMVq+5mckJBAWlpadPnyZWEdZyymbsb//ve/qWXLlqJ1y5YtI2tra+ExZyymbsbu7u40ZcoU0bqJEyeSp6en8JgzVq4mg/lp06ZR69atRes+++wzcnNzEx5zvu+GN/oy+z/T48ePkZ6eDl9fX9F6X19fpKamatzur7/+qtCmn5+f0GarVq1QXl6OjIwMlJSU4OTJk2jfvj1KSkoQHh6OFStWaPzcb5q6yLiyshJlZWVo2LChsI4zfqYuMs7IyEBqaqpwC0aAM65O04zj4uKQn5+PiIgIpds542dqcxw7OztDJpOhW7duSEpKEm3jjMU0yfnHH3+Ei4sLoqKi0KxZMzg4OGDKlCl4+PChUMM5P1MXn8kxMTHw8fER5gsCOOPqNMnYw8MD165dw759+0BEuHnzJrZv345PPvlEqOGMn9Ek40ePHinclkwqleLEiRN48uQJAM64NlRld+rUKc73HcOD+f+7ffs25HK5wv3mLS0tFe5Lr46ioqIXtmlubo4NGzYgKCgIrq6uCAoKgp+fH6ZMmYLx48fj0qVLcHZ2xl/+8hds375d4368Ceoi44ULF+LBgwcYOHCgsI4zfqY2GVtbW0NfXx8uLi4YO3YsRo4cKWzjjJ/RJOMLFy4gLCwMmzdvhq6u8nlHOeNnNMlYJpNhzZo12LFjB3bu3AlHR0d069YNv/zyi1DDGYtpkvPvv/+Oo0ePIisrCwkJCViyZAm2b9+OsWPHCjWc8zO1/XevsLAQ+/fvF30eA5xxdZpk7OHhgc2bNyMgIAASiQRWVlYwMzPD8uXLhRrO+BlNMvbz88O6deuQnp4OIsKpU6cQGxuLJ0+e4Pbt2wA449pQlV1FRQXn+455o2ezfx20tLREj4lIYV1dt9m3b1/07dtXeJycnIxz585hxYoVsLe3x5YtW2BlZQVXV1d8+OGHaNKkSa3687ppmvGWLVswa9Ys7Nq1SyEDzlhMk4yPHDmC+/fv4/jx4wgLC4O9vT0GDRpU4zY5Y+UZy+VyDB48GJGRkXBwcKhVm5yx6uPY0dERjo6OwmN3d3dcvXoVCxYswIcffljjNt+1jAH1cq6srISWlhY2b94sTBC7aNEi9O/fH9HR0ZBKpTVq813LWdN/99avXw8zMzP06dNH7TY5Y9UZZ2dnY8KECQgPD4efnx8KCwsxdepUjB49GjExMTVukzNWnfHMmTNRVFQENzc3EBEsLS0REhKCqKgo6Ojo1LjNdy1jdSjL7vn1nO/bj8/M/5+FhQV0dHQUvmEsLi5W+FZLHVZWVmq1+ejRI4wZMwbffvstLl68iIqKCnh5ecHR0REODg5IS0vTuC+vW20y3rZtG0aMGIHvvvsOPj4+om2c8TO1ybhFixZo164dRo0ahUmTJmHWrFnCNs74GXUzLisrw6lTpzBu3Djo6upCV1cXs2fPxpkzZ6Crq4vDhw8D4Iyrq6vPYzc3N1y4cEF4zBmLaZKzTCZDs2bNRHd6adOmDYgI165dA8A5V1ebY5mIEBsbi8DAQEgkEtE2zvgZTTL+5ptv4OnpialTp6J9+/bw8/PDypUrERsbi8LCQgCccXWaZCyVShEbG4vy8nJcvnwZBQUFsLW1hbGxMSwsLABwxrWhKjtdXV00atTohTWc79uFB/P/J5FI8P777+PgwYOi9QcPHoSHh4fG7bq7uyu0mZiYqLLNOXPm4OOPP0anTp0gl8tRUVEhbHvy5AnkcrnGfXndNM14y5YtCAkJQXx8vOj3bFU442fq6jgmIjx69Eh4zBk/o27GJiYmOHfuHDIzM4Vl9OjRcHR0RGZmJrp06QKAM66uro7jjIwMyGQy4TFnLKZJzp6enrhx4wbu378vrMvLy4O2tjasra0BcM7V1eZYTklJwcWLFzFixAiFbZzxM5pkXF5eDm1t8Z/AVWeLq85ucsbP1OY41tPTg7W1NXR0dLB161b07NlTyJ4z1pyq7FxcXKCnp/fCGs73LfMnTbRXL1TddiMmJoays7MpNDSUDA0NhRlkw8LCKDAwULRPRkYGZWRk0Pvvv0+DBw+mjIwMOn/+vLD92LFjpKOjQ/PmzaOcnByaN2+e6LYQ1WVlZZG9vT3dv3+fiIjKy8upUaNGtG7dOtqzZw/p6+vTtWvXXmECr566GcfHx5Ouri5FR0eLbtVz9+5doYYzFlM34xUrVtCPP/5IeXl5lJeXR7GxsWRiYkIzZswQajhjMU0+K6pTNps9ZyymbsaLFy+mhIQEysvLo6ysLAoLCyMAotvqcMaK1M25rKyMrK2tqX///nT+/HlKSUmhVq1a0ciRI4UazllM08+LoUOHUpcuXZS2yRmLqZtxXFwc6erq0sqVKyk/P5+OHj1KLi4u5OrqKtRwxmLqZpybm0ubNm2ivLw8SktLo4CAAGrYsCFdunRJqOGMnykrKxPGFABo0aJFlJGRIdz67/l8q25NN2nSJMrOzqaYmBiFW9Nxvu8GHsw/Jzo6mmxsbEgikVCnTp0oJSVF2BYcHExeXl6iegAKi42Njajm+++/J0dHR9LT06PWrVsrvWdjZWUleXh40O7du0Xrd+/eTe+99x5ZWlrS2rVr6+x1vk7qZOzl5aU04+DgYFGbnLGYOhkvW7aMnJycqEGDBmRiYkLOzs60cuVKksvlojY5YzF1PyuqUzaYJ+KMn6dOxvPnzyc7OzsyMDAgc3Nz+utf/0p79+5VaJMzVqTusZyTk0M+Pj4klUrJ2tqaJk+eTOXl5aIazllM3Yzv3r1LUqmU1qxZo7JNzlhM3YyXLVtGbdu2JalUSjKZjIYMGaIwWOGMxdTJODs7mzp27EhSqZRMTEzI39+ffvvtN4U2OeOnqm6vqurvXWXHcHJyMjk7O5NEIiFbW1tatWqVQruc79tPi+j/1xMxxhhjjDHGGGOsXuDfzDPGGGOMMcYYY/UMD+YZY4wxxhhjjLF6hgfzjDHGGGOMMcZYPcODecYYY4wxxhhjrJ7hwTxjjDHGGGOMMVbP8GCeMcYYY4wxxhirZ3gwzxhjjDHGGGOM1TM8mGeMMcYYY4wxxuoZHswzxhirU97e3ggNDf1T26mr52TsZUJCQtCnT59atTFz5kz84x//qJsOASguLkbjxo1x/fr1OmuTMcbYm48H84wx9gqFhIRAS0tLYenevfvr7prInzkYXr9+vSgLS0tL9OrVC+fPnxfV7dy5E3PmzPlT+qRKRkYGevbsiSZNmsDAwAC2trYICAjA7du3X2u/amPWrFlC9tra2mjatCmGDBmCq1ev1vnzdOzYUaO6I0eOwMzMDOPHjwcRadyHV3FcL126FOvXr9d4/5s3b2Lp0qWYPn26sE7ZFwTbt2+HgYGB0s+P6ktISAiaNGmCwMBAREREaNwvxhhj9Q8P5hlj7BXr3r07CgsLRcuWLVted7deKxMTExQWFuLGjRvYu3cvHjx4gE8++QSPHz8Waho2bAhjY+PX1sfi4mL4+PjAwsICP/30E3JychAbGwuZTIby8vLX1q8qT5480XhfJycnFBYW4tq1a9i2bRvOnTuHgQMH1mHvNLd37174+flh4sSJWL58ObS0tNRuozbZvIypqSnMzMw03j8mJgbu7u6wtbVVWbNu3ToMGTIEK1asEH1uLFmyRPh/p2pZunQpAGDYsGHYvHkzSktLNe4bY4yx+oUH84wx9orp6+vDyspKtJibmwMAkpOTIZFIcOTIEaF+4cKFsLCwQGFhIYCnZxfHjRuHcePGwczMDI0aNcJXX30lOmP5+PFjTJs2Dc2aNYOhoSG6dOmC5ORkUT+OHTsGLy8vNGjQAObm5vDz80NpaSlCQkKQkpKCpUuXCmf7Ll++DADIzs5Gjx49YGRkBEtLSwQGBorOSj948ABBQUEwMjKCTCbDwoULa5SJlpYWrKysIJPJ4OLigkmTJuHKlSvIzc0Vap4/q7py5Uq0atUKBgYGsLS0RP/+/VW2f+DAAZiammLjxo016o8yqampuHfvHtatWwdnZ2e0aNECf/vb37BkyRK89957Qt2+ffvg4OAAqVSKrl27Clce3L17F4DyM89LliwRDeZOnjyJjz76CBYWFjA1NYWXlxdOnz4t2kdLSwurV6+Gv78/DA0N8a9//QsAsHv3brz//vswMDBAy5YtERkZiYqKihe+Nl1dXVhZWaFp06b44IMPMGrUKBw/fhz37t0TalatWgU7OztIJBI4Ojpi06ZNojYKCgrg7+8PIyMjmJiYYODAgbh58yaAp1dfREZG4syZM8IxVZOz2fHx8ejXrx/mzZuHyMhIoa3nB88//PCDaJBflXFsbCxatmwJfX19BAcHqzyuU1JS4OrqCn19fchkMoSFhYky2759O9q1awepVIpGjRrBx8cHDx48AKB4Fv1Ftcps3boVvXv3Vrk9KioK48aNQ3x8PEaOHCn63DA1NRX+36m+DgDatWsHKysrJCQkvDRnxhhjbwcezDPG2GtUNWANDAzEH3/8gTNnzmDGjBlYu3YtZDKZULdhwwbo6uoiLS0Ny5Ytw+LFi7Fu3Tph+7Bhw3Ds2DFs3boVZ8+exYABA9C9e3dcuHABAJCZmYlu3brByckJv/76K44ePYpevXpBLpdj6dKlcHd3x6hRo4Szfc2bN0dhYSG8vLzQsWNHnDp1CgcOHMDNmzdFZ3CnTp2KpKQkJCQkIDExEcnJyUhPT1crg7t37yI+Ph4AoKenp7Tm1KlTmDBhAmbPno3c3FwcOHAAH374odLarVu3YuDAgdi4cSOCgoLU6kt1VlZWqKioQEJCgspLva9evYp+/fqhR48eyMzMxMiRIxEWFqb2c5WVlSE4OBhHjhzB8ePH0apVK/To0QNlZWWiuoiICPj7++PcuXMYPnw4fvrpJwwdOhQTJkxAdnY2vv32W6xfvx5z586t8XMXFRVh586d0NHRgY6ODgAgISEBEydOxOeff46srCx89tlnGDZsGJKSkgAARIQ+ffqgpKQEKSkpOHjwIPLz8xEQEAAACAgIwOeffy5cAVBYWChsUyU6OhrDhg1DTEwMJkyYoE58AICLFy/iu+++w44dO5CZmYlly5YpPa6vX7+OHj16oHPnzjhz5gxWrVqFmJgY4cuRwsJCDBo0CMOHD0dOTg6Sk5PRr18/pceAOrUAUFpaiqysLLi4uCjdHhYWhjlz5mDPnj349NNP1c7A1dVV9MUgY4yxtxwxxhh7ZYKDg0lHR4cMDQ1Fy+zZs4WaR48ekbOzMw0cOJCcnJxo5MiRoja8vLyoTZs2VFlZKaz74osvqE2bNkREdPHiRdLS0qLr16+L9uvWrRt9+eWXREQ0aNAg8vT0VNlPLy8vmjhxomjdzJkzydfXV7Tu6tWrBIByc3OprKyMJBIJbd26Vdh+584dkkqlCm1VFxcXRwDI0NCQGjRoQAAIAPXu3Vtln3bs2EEmJiZ07969F/Y/OjqaTE1N6fDhwyqfXx3Tp08nXV1datiwIXXv3p2ioqKoqKhI2P7ll18qfW8AUGlpKRERRUREUIcOHUTtLl68mGxsbFQ+b0VFBRkbG9Pu3buFdQAoNDRUVPfBBx/Q119/LVq3adMmkslkKtuOiIggbW1tMjQ0JKlUKuQ/YcIEocbDw4NGjRol2m/AgAHUo0cPIiJKTEwkHR0dKigoELafP3+eANCJEydUvm5V/ZFIJASAYmJiFLbHxcWRqampaF1CQgJV/xMmIiKC9PT0qLi4WFSn7LiePn06OTo6it6z6OhoMjIyIrlcTunp6QSALl++rLS/wcHB5O/vT0T00trnZWRkEABRblVtVmVw6NAhlfsry6K6SZMmkbe3d436whhjrP7jM/OMMfaKde3aFZmZmaJl7NixwnaJRIL//Oc/2LFjBx4+fIglS5YotOHm5ia6rNjd3R0XLlyAXC7H6dOnQURwcHCAkZGRsKSkpCA/Px/AszPz6khPT0dSUpKozdatWwMA8vPzkZ+fj8ePH8Pd3V3Yp2HDhnB0dHxp28bGxsjMzER6ejpWr14NOzs7rF69WmX9Rx99BBsbG7Rs2RKBgYHYvHmzwu/Wd+zYgdDQUCQmJqJr164vfH4nJyfhNX388ccq6+bOnYuioiKsXr0abdu2xerVq9G6dWucO3cOAJCTk6P0vVFXcXExRo8eDQcHB5iamsLU1BT3799HQUGBqO75M7rp6emYPXu26D2qOhP9ot/1Ozo6IjMzEydPnsTcuXPRsWNH0dn8nJwceHp6ivbx9PRETk6OsL158+Zo3ry5sL1t27YwMzMTatRhbW2NTp06ISoqSvh5ibpsbGzQuHHjl9bl5OTA3d1d9J55enri/v37uHbtGjp06IBu3bqhXbt2GDBgANauXavyd+jq1ALAw4cPAQAGBgYK29q3bw9bW1uEh4crXJFRU1Kp9I2Yz4ExxtifQ/d1d4Axxt52hoaGsLe3f2FNamoqAKCkpAQlJSUwNDSscfuVlZXQ0dFBenq6cJl0FSMjIwBP/8hXV2VlJXr16oX58+crbJPJZMIl/JrQ1tYWMmndujWKiooQEBCAX375RWm9sbExTp8+jeTkZCQmJiI8PByzZs3CyZMnhd9Td+zYEadPn0ZcXBw6d+78wonT9u3bJ0yS9rJsGjVqhAEDBmDAgAH45ptv4OzsjAULFmDDhg01mmldW1tboe75CdpCQkJw69YtLFmyBDY2NtDX14e7u7toQkAACsdFZWUlIiMj0a9fP4XnVTZgrCKRSIT8nZyccOHCBfzzn/8U/S7++fyISFhX/b9V1ajD2NgYP//8M3x9feHt7Y2kpCQ0bdoUQM3yAxSzUUVZH6va19LSgo6ODg4ePIjU1FQkJiZi+fLlmDFjBtLS0tCiRQvRfurUAoCFhQWAp5fbP//FQ7NmzbBjxw507doV3bt3x4EDB9SeALKkpKRGX2gwxhh7O/CZecYYe83y8/MxadIkrF27Fm5ubggKCkJlZaWo5vjx4wqPW7VqBR0dHTg7O0Mul6O4uBj29vaixcrKCsDTs36HDh1S2QeJRAK5XC5a16lTJ5w/fx62trYK7VZ9QaGnpyfqW2lpKfLy8tTOYNKkSThz5swLJ+/S1dWFj48PoqKicPbsWVy+fBmHDx8WttvZ2SEpKQm7du3C+PHjX/h8NjY2wmtp1qxZjfspkUhgZ2cnTHDWtm1bpe9NdY0bN0ZRUZFoQJqZmSmqOXLkCCZMmIAePXrAyckJ+vr6Nbr9XadOnZCbm6vw/tjb20Nbu+b/xM+cORNbtmwRJt1r06YNjh49KqpJTU1FmzZthNddUFAgup1ddnY2/vjjD6FG2TH1Iubm5vj5559hbm4Ob29v4Z7pjRs3RllZmWhSuefzU0VZH9q2bYvU1FTR+5GamgpjY2PhWNDS0oKnpyciIyORkZEBiUSi8thUp9bOzg4mJibIzs5Wuv29995DSkoKiouL4evrK5qQsCaysrLg7Oys1j6MMcbqLx7MM8bYK/bo0SMUFRWJlqqBmlwuR2BgIHx9fTFs2DDExcUhKytLYVb4q1evYvLkycjNzcWWLVuwfPlyTJw4EQDg4OCAIUOGICgoCDt37sSlS5dw8uRJzJ8/H/v27QMAfPnllzh58iTGjBmDs2fP4rfffsOqVauEftja2iItLQ2XL1/G7du3UVlZibFjx6KkpASDBg3CiRMn8PvvvyMxMRHDhw+HXC6HkZERRowYgalTp+LQoUPIyspCSEiIWoPIKiYmJhg5ciQiIiKUnu3es2cPli1bhszMTFy5cgUbN25EZWWlwiX9Dg4OSEpKEi65r409e/Zg6NCh2LNnD/Ly8pCbm4sFCxZg37598Pf3BwCMHj0a+fn5wnsTHx+vMGu7t7c3bt26haioKOTn5yM6Ohr79+8X1djb22PTpk3IyclBWloahgwZUqOrKcLDw7Fx40bMmjUL58+fR05ODrZt24avvvpKrdfasmVL+Pv7Izw8HMDTiQ3Xr1+P1atX48KFC1i0aBF27tyJKVOmAAB8fHzQvn17DBkyBKdPn8aJEycQFBQELy8v4acAtra2uHTpEjIzM3H79m08evTopf0wNTVFYmIiLCws4O3tjWvXrqFLly5o0KABpk+fjosXLyrNWBVlx/WYMWNw9epVjB8/Hr/99ht27dqFiIgITJ48Gdra2khLS8PXX3+NU6dOoaCgADt37sStW7eELymqU6cWeHqVgY+Pj8IXJdVZW1sjOTkZd+7cga+vL/74448avdby8nKkp6fD19e3RvWMMcbeAq/np/qMMfZuCA4OFiYYq744OjoSEVFkZCTJZDK6ffu2sM8PP/xAEomEMjIyiOjpJF5jxoyh0aNHk4mJCZmbm1NYWJhoAq/Hjx9TeHg42drakp6eHllZWVHfvn3p7NmzQk1ycjJ5eHiQvr4+mZmZkZ+fnzBJW25uLrm5uQkTol26dImIiPLy8qhv375kZmZGUqmUWrduTaGhocJzl5WV0dChQ6lBgwZkaWlJUVFRSicdq07VJF5XrlwhXV1d2rZtm/C6q9o5cuQIeXl5kbm5OUmlUmrfvr1Q93wtEVF2djY1adKEJk+e/ML350Xy8/Np1KhR5ODgQFKplMzMzKhz584UFxcnqtu9ezfZ29uTvr4+ffDBBxQbGyuaAI+IaNWqVdS8eXMyNDSkoKAgmjt3rmgCvNOnT5OLiwvp6+tTq1at6PvvvycbGxtavHixUAOAEhISFPp54MAB8vDwIKlUSiYmJuTq6kpr1qxR+bpUTUx37NgxAkDHjx8nIqKVK1dSy5YtSU9PjxwcHGjjxo2i+itXrlDv3r3J0NCQjI2NacCAAaLJAf/73//Sp59+SmZmZgRAIbcX9efevXvk6elJdnZ2VFBQQAkJCWRvb08GBgbUs2dPWrNmjcIEeMpek6rjOjk5mTp37kwSiYSsrKzoiy++oCdPnhDR02PHz8+PGjduTPr6+uTg4EDLly8X2qw+Ad7LapU5cOAANWvWjORyudI2q9y4cYMcHR2pc+fOwrH0ognw4uPjhc8Vxhhj7wYtohr84I8xxthr4+3tjY4dOyqdGI+9eZKTk9G1a1eUlpYq3B+dMSKCm5sbQkNDMWjQoDpr19XVFaGhoRg8eHCdtckYY+zNxpfZM8YYY4z9SbS0tLBmzRpUVFTUWZvFxcXo379/nX45wBhj7M3Hs9kzxhhjjP2JOnTogA4dOtRZe02aNMG0adPqrD3GGGP1A19mzxhjjDHGGGOM1TN8mT1jjDHGGGOMMVbP8GCeMcYYY4wxxhirZ3gwzxhjjDHGGGOM1TM8mGeMMcYYY4wxxuoZHswzxhhjjDHGGGP1DA/mGWOMMcYYY4yxeoYH84wxxhhjjDHGWD3Dg3nGGGOMMcYYY6ye+R/36hSIvJ9pYwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x600 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the efficient frontier\n",
    "ws = pd.concat([w, w_rp],axis=1)\n",
    "ws.columns = [\"Max Return/Kurtosis\", \"Risk Parity Kurtosis\"]\n",
    "\n",
    "mu = port.mu # Expected returns\n",
    "cov = port.cov # Covariance matrix\n",
    "returns = port.returns # Returns of the assets\n",
    "\n",
    "ax = rp.plot_frontier(w_frontier=frontier, mu=mu, cov=cov, returns=returns, rm=rm,\n",
    "                      rf=rf, alpha=0.05, cmap='viridis', w=ws,\n",
    "                      marker='*', s=16, height=6, width=10, ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  },
  "vscode": {
   "interpreter": {
    "hash": "6e72041bc49a6ff39e74ccd56b9391c544b799a0d2a04160b530f8b1ce965df8"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
